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Action_Asin
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[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:21.435Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:00:42.393Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:36.180Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:02:39.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:07.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.316Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.500Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.953Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:23.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:24:58.568Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:30:45.645Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:30:56.877Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:31:04.663Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T05:06:35.159Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T05:06:35.159Z
|
input
|
key
|
rule
|
train
| 1,000 |
2025-04-11T05:06:35.159Z
|
input
|
key
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"}
{"timestamp": "2025-04-06T19:58:21.435Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"}
{"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"}
{"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"}
{"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"}
{"timestamp": "2025-04-06T20:00:42.393Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"}
{"timestamp": "2025-04-06T20:02:36.180Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"}
{"timestamp": "2025-04-06T20:02:39.794Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"}
{"timestamp": "2025-04-06T20:24:07.840Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.316Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.500Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.953Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:23.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"}
{"timestamp": "2025-04-06T20:24:58.568Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"}
{"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"}
{"timestamp": "2025-04-06T20:30:45.645Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:30:56.877Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:31:04.663Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T05:06:35.159Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-11T05:06:35.159Z\",\"action\": \"input\",\"acion_argument\": \"key \",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T05:06:35.159Z\",\"action\": \"input\",\"acion_argument\": \"key \",}</answer>",
"index": 1000,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:21.435Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:00:42.393Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:36.180Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:02:39.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:07.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.316Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.500Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.953Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:23.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:24:58.568Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:30:45.645Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:30:56.877Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:31:04.663Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T05:06:35.159Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:21.435Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:00:42.393Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:36.180Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:02:39.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:07.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.316Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.500Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.953Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:23.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:24:58.568Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:30:45.645Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:30:56.877Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:31:04.663Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"key \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T05:06:35.258Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T05:06:35.258Z
|
click
|
suggested_term
|
rule
|
train
| 1,001 |
2025-04-11T05:06:35.258Z
|
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": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"}
{"timestamp": "2025-04-06T19:58:21.435Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"}
{"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"}
{"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"}
{"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"}
{"timestamp": "2025-04-06T20:00:42.393Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"}
{"timestamp": "2025-04-06T20:02:36.180Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"}
{"timestamp": "2025-04-06T20:02:39.794Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"}
{"timestamp": "2025-04-06T20:24:07.840Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.316Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.500Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.953Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:23.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"}
{"timestamp": "2025-04-06T20:24:58.568Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"}
{"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"}
{"timestamp": "2025-04-06T20:30:45.645Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:30:56.877Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:31:04.663Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "key "}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T05:06:35.258Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-11T05:06:35.258Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T05:06:35.258Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 1001,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:21.435Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:00:42.393Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:36.180Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:02:39.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:07.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.316Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.500Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.953Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:23.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:24:58.568Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:30:45.645Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:30:56.877Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:31:04.663Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"key \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T05:06:35.258Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:21.435Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:00:42.393Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:36.180Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:02:39.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:07.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.316Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.500Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.953Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:23.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:24:58.568Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:30:45.645Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:30:56.877Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:31:04.663Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"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\": \"key holder wall mount\"}],\n\"cart_items\": [{\"title\": \"ManGuish 2 Pack Console Sofa Table with Power Outlets, 94.4\\\" L x 5.9\\\" W x 31.8\\\" H Long Couch Table with Metal Frame and Charge Station with Extension Cord, Behind Couch Table, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$21.29\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$311.37\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"pickpiff 1 Pack Key Holder for Wall Adhesive, Key Hooks with 8 Hooks Wall Mounted, Black Key Hangers for Wall Decor No Drill for Living Room, Kitchen, Office\", \"asin\": \"B0CHFB7NPH\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Key Holder, Wall Mounted Key Hooks, Key Holder for Wall, Key Organizer Rack with 5 Hooks, Key Hanger Decor for Kitchen, Entryway, Hallway, Bedroom, Doorway (Tree 12IN)\", \"asin\": \"B0DTHQBMP4\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Key Holder Wall Mounted Key Hooks, Black Metal Key Rack Hooks, The Great Grove, Mountain Theme Wall Decoration Hooks, with 7 Hooks, Applicable to Front Doors, Lobby,Corridor, Offices (12 \\\")\", \"asin\": \"B0DQWQQD2P\", \"price\": \"$7.88\", \"quantity\": \"\"},\n{\"title\": \"DOPACE Key Holder for Wall, Mail Organizer Wall Mounted, Mail and Key Organizer with 6 Key Hooks for Entryway and Home Decor, Black\", \"asin\": \"B0D8FTK27R\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"Classic Wrought Iron Grid Style Key Holder Wall Mount, Easy Assembly and Installation, Matte Black Finish, Extra Large Storage Space for Mail, Features 5 Adjustable and Removable Hooks\", \"asin\": \"B0CWTSFHWM\", \"price\": \"$20.00\", \"quantity\": \"\"},\n{\"title\": \"VIS'V Key Holder Wall Mount, Compact Adhesive Key Rack with Tray, 6 Hooks, 2 Mount Options, Black\", \"asin\": \"B0C48V1LNV\", \"price\": \"$9.87\", \"quantity\": \"\"},\n{\"title\": \"MKO Key Holder Wall Mount, Key Holder Wall Mount Adhesive with Mail Organizer Tray with 6 Key Hooks for Wall, Black\", \"asin\": \"B08ZN9LGYW\", \"price\": \"$8.89\", \"quantity\": \"\"},\n{\"title\": \"2 Pack Key Holder for Wall, Key Hooks with 8 Hooks, No Drilling Required, Self-Adhesive Key Holder, Hallway Wall Mount Keychain, Key Holder Wall Mount for Corridor, Living Room (Grey)\", \"asin\": \"B0D1V6BVS6\", \"price\": \"$12.59\", \"quantity\": \"\"},\n{\"title\": \"10 Pack Coat Hooks Wall Hooks for Hanging, Heavy Duty Double Prong Metal Hook Wall Mounted for Living Room, Bathroom, Kitchen, Bedroom for Coat, Bag, Scarf, Towel, Hat, Key, Cup (Black)\", \"asin\": \"B09YCX66WJ\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Wood Key Holder Wall Mount, Mail and Key Organizer with Small Tray, 7 Hooks Key Racks for Entryway, Bedroom, Home, Office (Black)\", \"asin\": \"B0DS9H8QQ1\", \"price\": \"$18.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Suzurana 2 Pack Wall Mount Key Holder, Key Hanger Wall Mount with 8 Hooks, Adhesive Key Holder for Wall, No-Drill Decorative Black Key Rack for Living Room, Kitchen, or Bathroom\", \"asin\": \"B0CZ7WLTF5\"},\n{\"title\": \"Suzurana 2 Pack Wall Mount Key Holder, Key Hanger Wall Mount with 8 Hooks, Adhesive Key Holder for Wall, No-Drill Decorative White Key Rack for Living Room, Kitchen, or Bathroom\", \"asin\": \"B0CZ7X8JMH\"},\n{\"title\": \"Suzurana 2 Pack Key Holder for Wall,Key Hooks with 10 Hooks,Key Holder Wall Mount Self Adhesive, Key Rack for Wall No Drill for Living Room, Kitchen, Bathroom, Garage (Black)\", \"asin\": \"B0DP4JTFTY\"}],\n\"search_results\": [{\"title\": \"VIS'V Key Holder Wall Mount, Compact Adhesive Key Rack with Tray, 6 Hooks, 2 Mount Options, Black\", \"asin\": \"B0C48V1LNV\", \"price\": \"$9.87\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"MKO Key Holder Wall Mount, Key Holder Wall Mount Adhesive with Mail Organizer Tray with 6 Key Hooks for Wall, Black\", \"asin\": \"B08ZN9LGYW\", \"price\": \"$8.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key and Mail Holder For Wall, Mail Organizer Wall Mount with 6 Hooks and Storage Drawer, Easy Installation Key Rack for Entryway and Home Decor (A-White)\", \"asin\": \"B0B715XDG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall, Decorative Key and Mail Holder with Shelf Has Large Hooks for Bags, Coats, Umbrella \\u2013 Paulownia Wood Key Hanger with Mounting Hardware (9.8\\u201dW x 6.7\\u201dH x 4.2\\u201dD)\", \"asin\": \"B09ZRT5QPG\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"pickpiff 1 Pack Key Holder for Wall Adhesive, Key Hooks with 8 Hooks Wall Mounted, Black Key Hangers for Wall Decor No Drill for Living Room, Kitchen, Office\", \"asin\": \"B0CHFB7NPH\", \"price\": \"$7.99\", \"delivery\": \"FREE delivery Sun, Apr 13\"},\n{\"title\": \"24 Pack Heavy Duty Self Adhesive Hooks - 33lb Max, Transparent, Waterproof, Sticky Wall Hooks for Keys, Bathroom, Shower, Outdoor, Kitchen, Door, Home Improvement, Utility\", \"asin\": \"B07KFDML8G\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall, Decorative Key and Mail Holder with Shelf Has Large Hooks for Bags, Coats, Umbrella \\u2013 Paulownia Wood Key Hanger with Mounting Hardware (9.8\\u201dW x 6.7\\u201dH x 4.2\\u201dD)\", \"asin\": \"B09ZRT5QPG\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"MKO Key Holder Wall Mount, Key Holder Wall Mount Adhesive with Mail Organizer Tray with 6 Key Hooks for Wall, Black\", \"asin\": \"B08ZN9LGYW\", \"price\": \"$8.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key and Mail Holder For Wall, Mail Organizer Wall Mount with 6 Hooks and Storage Drawer, Easy Installation Key Rack for Entryway and Home Decor (A-White)\", \"asin\": \"B0B715XDG1\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount - Decorative Key Rack and Mail Organizer with 6 Key Hooks - Wooden Key Hanger with Shelf for Living Room Decor - Rustic Farmhouse Home Entryway Aesthetic Essentials\", \"asin\": \"B0CPF21VBF\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"WIPHANY Key Holder Hooks Organizer Hanger Rack Wall Mounted with Screws and Anchors Home Sweet Home Wall Metal Decor for Entryway Front Door Kitchen Hallway Garage Mudroom Office 9.8inches/25cm\", \"asin\": \"B0B3WQGVPW\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall, Key Holder Wall Mount, Metal Key Hooks Organizer Rack | Metal Key Organizer Wall Decorative with 7 Hooks for Entryway, Front Door, Hallway, Office (12 Inches)\", \"asin\": \"B0CGLYSFSZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Key Holder for Wall, Key Hooks with 8 Hooks, No Drilling Required, Self-Adhesive Key Holder, Hallway Wall Mount Keychain, Key Holder Wall Mount for Corridor, Living Room (Grey)\", \"asin\": \"B0D1V6BVS6\", \"price\": \"$12.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"VIS'V Key Holder Wall Mount, Large Metal Self Adhesive Key Hanger with 4 Hooks, Extra Adhesive Strip, Black\", \"asin\": \"B0BXL2RBJ1\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"VIS'V Key Holder Wall Mount, Small Metal Self Adhesive Key Hanger with 3 Hooks, Extra Adhesive Strip, Black\", \"asin\": \"B0BXL131M3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Key Holder for Wall, Key Hooks with 8 Hooks, No Drilling Required, Self-Adhesive Key Holder, Hallway Wall Mount Keychain, Key Holder Wall Mount for Corridor, Living Room (Grey)\", \"asin\": \"B0D1V6BVS6\", \"price\": \"$12.59\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall with 2 Self-Adhesive Tapes, No Damage Key Holder Rack for Wall with 3 Key Hooks for Entryway, Door, Bathroom, Kitchen(Black)\", \"asin\": \"B0B7RRGJCM\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Decorative Key Holder for Wall with Shelf, Entryway Shelf with Hooks Holds Leashes, Jackets and Glasses \\u2013 Sturdy Wood Keyholder Entrance Hanger with Mounting Hardware (Black)\", \"asin\": \"B096BJMR9W\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall: Easy Installation Mail Organizer Wall Mount Hanging Key Rack for Kitchen and Entryway Decor with 5 Sturdy Key Hooks (White)\", \"asin\": \"B09K5CL8B4\", \"price\": \"$11.98\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Picowe Key Holder for Wall Decorative, Adhesive Stainless Steel Key Hooks, Key Hanger Key Organizer for Wall, Towel Hook Coat Hanger for Entryway Hallway Kitchen(Four Rows,Black 1PCS)\", \"asin\": \"B0BWJ3VV4Y\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Metal Key Holder, Wall Mounted Key Hooks, Key Holder for Wall, Key Organizer Rack with 7 Hooks, Key Hanger Decor for Kitchen, Entryway, Hallway, Bedroom, Doorway (Mountain 12IN)\", \"asin\": \"B0CZNM37TC\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mail Organizer for Wall Mount \\u2013 Key Holder with Shelf Includes Letter Holder and Hooks for Coats, Dog Leashes \\u2013 Rustic Wood with Flush Mounting Hardware (16.5\\u201d x 8.7\\u201d x 3.5\\u201d)\", \"asin\": \"B096BLP9T9\", \"price\": \"$24.97\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"RELBRO Key Holder Wall Mount, Black Large Hanger Self Adhesive Rail With 4 Hooks, Metal Rack Organizer for Doorway Entryway Hallway Camper RV, 2 Installation Options\", \"asin\": \"B0CQCJ8Y4P\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall - Key Rack with 5 Key Hooks, 11.02\\\" L\\u00d72.75\\\" W\\u00d74.92\\\" H, Key and Mail Organizer Wall Mount with Mesh Basket, Key Hanger for Wall, Entryway, Home Decor(Matte Black)\", \"asin\": \"B0C2XR9XCJ\", \"price\": \"$9.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"VIS'V Key Holder Wall Mount, Compact Adhesive Key Rack with Tray, 6 Hooks, 2 Mount Options, Black\", \"asin\": \"B0C48V1LNV\", \"price\": \"$9.87\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall, Mail Organizer Wall Mount with Key Hooks and Wallet Holder, Sunglasses Storage and Dog Leash Hanger, Decorative with 4 Double Hooks and Chalkboard\", \"asin\": \"B0BKSP4QPV\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"VIS'V Key Holder Wall Mount, Small Metal Self Adhesive Key Hanger with 3 Hooks, Extra Adhesive Strip, Black\", \"asin\": \"B0BXL131M3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Hooks, Key Hooks for Wall Mounted with 12 Hooks, for Entryway, Bathroom, Hallway and Kitchen\\uff08Brown Color\\uff09\\uff081PACK\", \"asin\": \"B0D3DWN1YR\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway\", \"asin\": \"B08DKPF5BF\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Franklin Brass Key Tidy (1-Pack) Pure White Holder 7' Wall Mount Small Item Rack 4 Hooks for Wall, Hallway, Entry Keychain Rail Organizer B46711K-PMN-R\", \"asin\": \"B0CH8TFCVL\", \"price\": \"$7.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"buways Key and Mail Holder Wall-Mounted,Wooden Key Rack Hanger Holder for Wall with 4 Double Key Hooks, Rustic Wall Home Decor for Entryway Living Room (Gray)\", \"asin\": \"B09655WN2V\", \"price\": \"$14.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount Farmhouse Key Hooks for Wall with Mail Organizer Decorative Key Rack with 4 Sturdy Hooks for Dog Leash, Sunglasses, Rustic, Paulownia Key Hanger for Entryway, Brown\", \"asin\": \"B0DLTZTRR3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"GTK Key Holder for Wall, Key Hooks with 10 Hooks, Wall Mounted Key Holder for Hallway, Self Adhesive Key Rack(Black)\", \"asin\": \"B0CNRYHZCC\", \"price\": \"$8.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Franklin Brass Key Tidy (1-Pack) Black Key Holder 14\\\" Wall Mount Key Rack 7 Key Hooks for Wall, Hallway, Entry Small Keychain Rail Organizer FBKEYT7-BSE-R\", \"asin\": \"B01M046CWA\", \"price\": \"$12.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HappyHapi Key Holder for Wall Decorative, Entryway Key Hooks, Wall Mounted Key Rack with 5 Hooks, Metal Wire Mesh Basket Mail Holder, 9.8\\u201dLx2.1\\u201dWx4.1\\u201dH\", \"asin\": \"B0B9B23JZZ\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rustic Key Holder for Wall, Farmhouse Wall Shelf with 4 Hooks, Wall Mounted Key Racks, Wooden Mail Organizer with Hooks for Entryway (Brown)\", \"asin\": \"B0B697ZZKR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Mini Keys Please Holder on Wall,Small Key Holder Wall Mounted,Black Metal Decorative Key Rack Hooks for Garage,Mudroom,Hallway,Entryway,Front Door,Office(Mini Size:7.28 x 2.95 inch)\", \"asin\": \"B0D25XD4R4\", \"price\": \"$6.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall Decorative with Shelf and Hooks, Mail Organizer Wall Mount with Sunglasses Holder, Circular Design Entryway Key Rack Hanger, Rustic Home Decor Boho Wall Decor (White)\", \"asin\": \"B0C8CF547G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Uniclife 28 Position Key Cabinet with Combination Lock Resettable Black Digital Security Storage Box Steel Key Organizer with Colorful Key Tag Labels Stickers and Hooks\", \"asin\": \"B07T25PYS2\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Dahey Key Holder Wall Mount Mail Organizer with 4 Double Hooks for Wall Key Rack with Wooden Mail Holder Key Hanger with Floating Shelf for Entryway Mudroom Living Room Kitchen Rustic Home Decor,Brown\", \"asin\": \"B07SYNVVQN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Yamazaki Home Magnetic Key Rack with Tray Steel One Size Black\", \"asin\": \"B0154HA59E\", \"price\": \"$26.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Command Key Rail, Holds up to 2 lb, 8-inch Rail with 4 Key Hooks and 6 Command Strips, Quartz, Removable Key Hooks for Entryway or Hallway, Hang Keys, Hats, Dog Leashes, and Accessories\", \"asin\": \"B00OILM0FU\", \"price\": \"$11.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Mounted Rustic Key Holder (Vintage Cast Iron)\", \"asin\": \"B07H3FR5FY\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HappyHapi Metal Key Hanger Wall Mount, Key Holder Wall Mounted Key Hooks Organizer Key Hanger Rack Wall Mounted for Home, Entryway, Hallway, Office, Matte Black,11.4''4.9''0.6''\", \"asin\": \"B09FL2W5S6\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"32 Key Cabinet Organizer, Lock Box, Security Storage for Valets, Hotels, Car and House Keys, Key Keeper Box - Black\", \"asin\": \"B0BDZKMHD5\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall - Mail Holder Organizer Wall Mount with Shelf - Hanging Key Rack Hanger with Hooks Decorative for Home Coat Letter Dog Leash Entryway Living Room Decor\", \"asin\": \"B0BHLGQJJT\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"iDesign York Adhesive Backed Key Holder for Wall, 1.5\\\" x 7\\\" x 5.5\\\", Brushed Stainless Steel\", \"asin\": \"B003O3I9JO\", \"price\": \"$9.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mail Organizer for Wall Mount \\u2013 Key Holder with Shelf Includes Letter Holder and Hooks for Hallway Farmhouse Decor \\u2013 Rustic Wood with Flush Mounting Hardware (16.5\\u201d x 9.1\\u201d x 3.4\\u201d) (White)\", \"asin\": \"B0BBM3ZJ4F\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"KYODOLED Locking Key Cabinet, 40 Key Storage Lock Box with Code, Key Box Wall Mount with Combination Lock, Key Hooks & Tags Key Labels, 2.5\\\" D x 8\\\" W x 12\\\" H (Black,40 Key)\", \"asin\": \"B07X37W4YG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"JUGREAT 80 Keys Cabinet with Sensor Light,Electronic Key Safe,Pin Code Keyless Storage Box for Keys,Secure Wall Mount Safe with 80 Key Tags\", \"asin\": \"B07Z3YQBH1\", \"price\": \"$75.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Key Holder for Wall \\u2013 Decorative Wooden Mail Holder and Key Shelf with Mounting Hardware, Installation Guide \\u2013 Paulownia Wood with 5 Metal Key Hooks (11.8\\u201d x 6.7\\u201d x 2.8\\u201d)\", \"asin\": \"B0D66LH82R\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Home Basics Wall-Mounted Key Hanger for Wall (White) Includes 4 Key Hooks | MDF and Steel Key Rack Organizer | Key Rack for Mail, House, and Car Keys\", \"asin\": \"B07VQVWJBV\", \"price\": \"$12.55\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall, Key Holder Wall Mount, Metal Key Hooks Organizer Rack | Metal Key Organizer Wall Decorative with 7 Hooks for Entryway, Front Door, Hallway, Office (12 Inches)\", \"asin\": \"B0CGLYSFSZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OurWarm Wall Mounted Key Holder/Hangers for Wall Decorative with 5 Key Hooks, Wooden Mail Rack Organizer with Shelf, Rustic Home Decor for Entryway Mudroom Hallway Office, Brown\", \"asin\": \"B08SJ5CHT9\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder, Steel Wall Mount Key Rack with 6 Hooks & Shelf, Lightweight, Rust Resistant, Adjustable Easy Install, for Bedroom, Kitchen, Garage, Entryway, Offices, Bathroom, Living Room\", \"asin\": \"B0CTMK2QLQ\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"niffgaff Black Key Holder for Wall, Self Adhesive Key Rack, Key Hooks for Wall Decorative, New Type Key Hangers for Wall Decor, Stainless Key Hooks Mail Holder\", \"asin\": \"B0CNJWJXYY\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway\", \"asin\": \"B08DKPF5BF\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"pickpiff Door Hook, Extra Sticky 10LB (Max), Stainless Holder for Hanging Towel, Coat, Cloth, Purse, Hat, Key, Black Wall Mounted Self-Adhesive Hanger for Shower Kitchen Bathroom Heavy Duty\", \"asin\": \"B0BNL5MBMY\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount, Black Metal Key Hanger Adhesive Key Rack Organizer with 6 Double Key Hooks Wall Decorative for Entryway Doorway Hallway 2 Installation Methods\", \"asin\": \"B0BVLGPW9T\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount, White Wooden Mail Key Organizer with Drawer Key Mail Holder Adhesive Key Rack with Shelf 8 Key Hooks for Entryway Doorway Hallway 2 Installation Methods\", \"asin\": \"B0CF9HCXM7\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"AdirOffice Steel Combination Lock Keys Cabinet Security Storage Box Organizer Holder Locked Key Box Wall Mount 30 Slots\", \"asin\": \"B0777VBKYX\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall, Key Holder Wall Mount for Hallway, Key Organizer Rack with 7 Hooks, Key Hanger with Mounting Hardware (Welcome, 10 INCH)\", \"asin\": \"B0DK6LDHQ9\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder Wall Mount - Mail Organizer Wall Mount with 6 Key Hooks and Storage Box for Sunglasses Storage and Dog Leash Holder Home Decor Rack Apartment Essentials Farmhouse Shelf Entryway Organizer\", \"asin\": \"B0DB53WY4H\", \"price\": \"$23.69\", \"delivery\": \"FREE delivery Sun, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T05:06:59.769Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T05:06:59.769Z
|
click
|
search
|
rule
|
train
| 1,002 |
2025-04-11T05:06:59.769Z
|
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": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"}
{"timestamp": "2025-04-06T19:58:21.435Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"}
{"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"}
{"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"}
{"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"}
{"timestamp": "2025-04-06T20:00:42.393Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"}
{"timestamp": "2025-04-06T20:02:36.180Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"}
{"timestamp": "2025-04-06T20:02:39.794Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"}
{"timestamp": "2025-04-06T20:24:07.840Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.316Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.500Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.953Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:23.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"}
{"timestamp": "2025-04-06T20:24:58.568Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"}
{"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"}
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<|action_start|>
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<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
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{"title": "10 Pack Coat Hooks Wall Hooks for Hanging, Heavy Duty Double Prong Metal Hook Wall Mounted for Living Room, Bathroom, Kitchen, Bedroom for Coat, Bag, Scarf, Towel, Hat, Key, Cup (Black)", "asin": "B09YCX66WJ", "price": "$8.49", "quantity": ""},
{"title": "Wood Key Holder Wall Mount, Mail and Key Organizer with Small Tray, 7 Hooks Key Racks for Entryway, Bedroom, Home, Office (Black)", "asin": "B0DS9H8QQ1", "price": "$18.99", "quantity": ""}],
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{"title": "MKO Key Holder Wall Mount, Key Holder Wall Mount Adhesive with Mail Organizer Tray with 6 Key Hooks for Wall, Black", "asin": "B08ZN9LGYW", "price": "$8.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key and Mail Holder For Wall, Mail Organizer Wall Mount with 6 Hooks and Storage Drawer, Easy Installation Key Rack for Entryway and Home Decor (A-White)", "asin": "B0B715XDG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall, Decorative Key and Mail Holder with Shelf Has Large Hooks for Bags, Coats, Umbrella \u2013 Paulownia Wood Key Hanger with Mounting Hardware (9.8\u201dW x 6.7\u201dH x 4.2\u201dD)", "asin": "B09ZRT5QPG", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "pickpiff 1 Pack Key Holder for Wall Adhesive, Key Hooks with 8 Hooks Wall Mounted, Black Key Hangers for Wall Decor No Drill for Living Room, Kitchen, Office", "asin": "B0CHFB7NPH", "price": "$7.99", "delivery": "FREE delivery Sun, Apr 13"},
{"title": "24 Pack Heavy Duty Self Adhesive Hooks - 33lb Max, Transparent, Waterproof, Sticky Wall Hooks for Keys, Bathroom, Shower, Outdoor, Kitchen, Door, Home Improvement, Utility", "asin": "B07KFDML8G", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall, Decorative Key and Mail Holder with Shelf Has Large Hooks for Bags, Coats, Umbrella \u2013 Paulownia Wood Key Hanger with Mounting Hardware (9.8\u201dW x 6.7\u201dH x 4.2\u201dD)", "asin": "B09ZRT5QPG", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "MKO Key Holder Wall Mount, Key Holder Wall Mount Adhesive with Mail Organizer Tray with 6 Key Hooks for Wall, Black", "asin": "B08ZN9LGYW", "price": "$8.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key and Mail Holder For Wall, Mail Organizer Wall Mount with 6 Hooks and Storage Drawer, Easy Installation Key Rack for Entryway and Home Decor (A-White)", "asin": "B0B715XDG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder Wall Mount - Decorative Key Rack and Mail Organizer with 6 Key Hooks - Wooden Key Hanger with Shelf for Living Room Decor - Rustic Farmhouse Home Entryway Aesthetic Essentials", "asin": "B0CPF21VBF", "price": "$12.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "WIPHANY Key Holder Hooks Organizer Hanger Rack Wall Mounted with Screws and Anchors Home Sweet Home Wall Metal Decor for Entryway Front Door Kitchen Hallway Garage Mudroom Office 9.8inches/25cm", "asin": "B0B3WQGVPW", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall, Key Holder Wall Mount, Metal Key Hooks Organizer Rack | Metal Key Organizer Wall Decorative with 7 Hooks for Entryway, Front Door, Hallway, Office (12 Inches)", "asin": "B0CGLYSFSZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack Key Holder for Wall, Key Hooks with 8 Hooks, No Drilling Required, Self-Adhesive Key Holder, Hallway Wall Mount Keychain, Key Holder Wall Mount for Corridor, Living Room (Grey)", "asin": "B0D1V6BVS6", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "VIS'V Key Holder Wall Mount, Large Metal Self Adhesive Key Hanger with 4 Hooks, Extra Adhesive Strip, Black", "asin": "B0BXL2RBJ1", "price": "$11.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "VIS'V Key Holder Wall Mount, Small Metal Self Adhesive Key Hanger with 3 Hooks, Extra Adhesive Strip, Black", "asin": "B0BXL131M3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack Key Holder for Wall, Key Hooks with 8 Hooks, No Drilling Required, Self-Adhesive Key Holder, Hallway Wall Mount Keychain, Key Holder Wall Mount for Corridor, Living Room (Grey)", "asin": "B0D1V6BVS6", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall with 2 Self-Adhesive Tapes, No Damage Key Holder Rack for Wall with 3 Key Hooks for Entryway, Door, Bathroom, Kitchen(Black)", "asin": "B0B7RRGJCM", "price": "$9.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Decorative Key Holder for Wall with Shelf, Entryway Shelf with Hooks Holds Leashes, Jackets and Glasses \u2013 Sturdy Wood Keyholder Entrance Hanger with Mounting Hardware (Black)", "asin": "B096BJMR9W", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall: Easy Installation Mail Organizer Wall Mount Hanging Key Rack for Kitchen and Entryway Decor with 5 Sturdy Key Hooks (White)", "asin": "B09K5CL8B4", "price": "$11.98", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Picowe Key Holder for Wall Decorative, Adhesive Stainless Steel Key Hooks, Key Hanger Key Organizer for Wall, Towel Hook Coat Hanger for Entryway Hallway Kitchen(Four Rows,Black 1PCS)", "asin": "B0BWJ3VV4Y", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Metal Key Holder, Wall Mounted Key Hooks, Key Holder for Wall, Key Organizer Rack with 7 Hooks, Key Hanger Decor for Kitchen, Entryway, Hallway, Bedroom, Doorway (Mountain 12IN)", "asin": "B0CZNM37TC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Mail Organizer for Wall Mount \u2013 Key Holder with Shelf Includes Letter Holder and Hooks for Coats, Dog Leashes \u2013 Rustic Wood with Flush Mounting Hardware (16.5\u201d x 8.7\u201d x 3.5\u201d)", "asin": "B096BLP9T9", "price": "$24.97", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "RELBRO Key Holder Wall Mount, Black Large Hanger Self Adhesive Rail With 4 Hooks, Metal Rack Organizer for Doorway Entryway Hallway Camper RV, 2 Installation Options", "asin": "B0CQCJ8Y4P", "price": "$11.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder for Wall - Key Rack with 5 Key Hooks, 11.02\" L\u00d72.75\" W\u00d74.92\" H, Key and Mail Organizer Wall Mount with Mesh Basket, Key Hanger for Wall, Entryway, Home Decor(Matte Black)", "asin": "B0C2XR9XCJ", "price": "$9.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "VIS'V Key Holder Wall Mount, Compact Adhesive Key Rack with Tray, 6 Hooks, 2 Mount Options, Black", "asin": "B0C48V1LNV", "price": "$9.87", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall, Mail Organizer Wall Mount with Key Hooks and Wallet Holder, Sunglasses Storage and Dog Leash Hanger, Decorative with 4 Double Hooks and Chalkboard", "asin": "B0BKSP4QPV", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "VIS'V Key Holder Wall Mount, Small Metal Self Adhesive Key Hanger with 3 Hooks, Extra Adhesive Strip, Black", "asin": "B0BXL131M3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Hooks, Key Hooks for Wall Mounted with 12 Hooks, for Entryway, Bathroom, Hallway and Kitchen\uff08Brown Color\uff09\uff081PACK", "asin": "B0D3DWN1YR", "price": "$6.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway", "asin": "B08DKPF5BF", "price": "$14.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Franklin Brass Key Tidy (1-Pack) Pure White Holder 7' Wall Mount Small Item Rack 4 Hooks for Wall, Hallway, Entry Keychain Rail Organizer B46711K-PMN-R", "asin": "B0CH8TFCVL", "price": "$7.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "buways Key and Mail Holder Wall-Mounted,Wooden Key Rack Hanger Holder for Wall with 4 Double Key Hooks, Rustic Wall Home Decor for Entryway Living Room (Gray)", "asin": "B09655WN2V", "price": "$14.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder Wall Mount Farmhouse Key Hooks for Wall with Mail Organizer Decorative Key Rack with 4 Sturdy Hooks for Dog Leash, Sunglasses, Rustic, Paulownia Key Hanger for Entryway, Brown", "asin": "B0DLTZTRR3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "GTK Key Holder for Wall, Key Hooks with 10 Hooks, Wall Mounted Key Holder for Hallway, Self Adhesive Key Rack(Black)", "asin": "B0CNRYHZCC", "price": "$8.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Franklin Brass Key Tidy (1-Pack) Black Key Holder 14\" Wall Mount Key Rack 7 Key Hooks for Wall, Hallway, Entry Small Keychain Rail Organizer FBKEYT7-BSE-R", "asin": "B01M046CWA", "price": "$12.86", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "HappyHapi Key Holder for Wall Decorative, Entryway Key Hooks, Wall Mounted Key Rack with 5 Hooks, Metal Wire Mesh Basket Mail Holder, 9.8\u201dLx2.1\u201dWx4.1\u201dH", "asin": "B0B9B23JZZ", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rustic Key Holder for Wall, Farmhouse Wall Shelf with 4 Hooks, Wall Mounted Key Racks, Wooden Mail Organizer with Hooks for Entryway (Brown)", "asin": "B0B697ZZKR", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Mini Keys Please Holder on Wall,Small Key Holder Wall Mounted,Black Metal Decorative Key Rack Hooks for Garage,Mudroom,Hallway,Entryway,Front Door,Office(Mini Size:7.28 x 2.95 inch)", "asin": "B0D25XD4R4", "price": "$6.86", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall Decorative with Shelf and Hooks, Mail Organizer Wall Mount with Sunglasses Holder, Circular Design Entryway Key Rack Hanger, Rustic Home Decor Boho Wall Decor (White)", "asin": "B0C8CF547G", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Uniclife 28 Position Key Cabinet with Combination Lock Resettable Black Digital Security Storage Box Steel Key Organizer with Colorful Key Tag Labels Stickers and Hooks", "asin": "B07T25PYS2", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Dahey Key Holder Wall Mount Mail Organizer with 4 Double Hooks for Wall Key Rack with Wooden Mail Holder Key Hanger with Floating Shelf for Entryway Mudroom Living Room Kitchen Rustic Home Decor,Brown", "asin": "B07SYNVVQN", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Yamazaki Home Magnetic Key Rack with Tray Steel One Size Black", "asin": "B0154HA59E", "price": "$26.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Command Key Rail, Holds up to 2 lb, 8-inch Rail with 4 Key Hooks and 6 Command Strips, Quartz, Removable Key Hooks for Entryway or Hallway, Hang Keys, Hats, Dog Leashes, and Accessories", "asin": "B00OILM0FU", "price": "$11.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Mounted Rustic Key Holder (Vintage Cast Iron)", "asin": "B07H3FR5FY", "price": "$15.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HappyHapi Metal Key Hanger Wall Mount, Key Holder Wall Mounted Key Hooks Organizer Key Hanger Rack Wall Mounted for Home, Entryway, Hallway, Office, Matte Black,11.4''4.9''0.6''", "asin": "B09FL2W5S6", "price": "$7.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "32 Key Cabinet Organizer, Lock Box, Security Storage for Valets, Hotels, Car and House Keys, Key Keeper Box - Black", "asin": "B0BDZKMHD5", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder for Wall - Mail Holder Organizer Wall Mount with Shelf - Hanging Key Rack Hanger with Hooks Decorative for Home Coat Letter Dog Leash Entryway Living Room Decor", "asin": "B0BHLGQJJT", "price": "$24.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "iDesign York Adhesive Backed Key Holder for Wall, 1.5\" x 7\" x 5.5\", Brushed Stainless Steel", "asin": "B003O3I9JO", "price": "$9.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Mail Organizer for Wall Mount \u2013 Key Holder with Shelf Includes Letter Holder and Hooks for Hallway Farmhouse Decor \u2013 Rustic Wood with Flush Mounting Hardware (16.5\u201d x 9.1\u201d x 3.4\u201d) (White)", "asin": "B0BBM3ZJ4F", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "KYODOLED Locking Key Cabinet, 40 Key Storage Lock Box with Code, Key Box Wall Mount with Combination Lock, Key Hooks & Tags Key Labels, 2.5\" D x 8\" W x 12\" H (Black,40 Key)", "asin": "B07X37W4YG", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "JUGREAT 80 Keys Cabinet with Sensor Light,Electronic Key Safe,Pin Code Keyless Storage Box for Keys,Secure Wall Mount Safe with 80 Key Tags", "asin": "B07Z3YQBH1", "price": "$75.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Key Holder for Wall \u2013 Decorative Wooden Mail Holder and Key Shelf with Mounting Hardware, Installation Guide \u2013 Paulownia Wood with 5 Metal Key Hooks (11.8\u201d x 6.7\u201d x 2.8\u201d)", "asin": "B0D66LH82R", "price": "$18.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Home Basics Wall-Mounted Key Hanger for Wall (White) Includes 4 Key Hooks | MDF and Steel Key Rack Organizer | Key Rack for Mail, House, and Car Keys", "asin": "B07VQVWJBV", "price": "$12.55", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder for Wall, Key Holder Wall Mount, Metal Key Hooks Organizer Rack | Metal Key Organizer Wall Decorative with 7 Hooks for Entryway, Front Door, Hallway, Office (12 Inches)", "asin": "B0CGLYSFSZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "OurWarm Wall Mounted Key Holder/Hangers for Wall Decorative with 5 Key Hooks, Wooden Mail Rack Organizer with Shelf, Rustic Home Decor for Entryway Mudroom Hallway Office, Brown", "asin": "B08SJ5CHT9", "price": "$19.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder, Steel Wall Mount Key Rack with 6 Hooks & Shelf, Lightweight, Rust Resistant, Adjustable Easy Install, for Bedroom, Kitchen, Garage, Entryway, Offices, Bathroom, Living Room", "asin": "B0CTMK2QLQ", "price": "$5.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "niffgaff Black Key Holder for Wall, Self Adhesive Key Rack, Key Hooks for Wall Decorative, New Type Key Hangers for Wall Decor, Stainless Key Hooks Mail Holder", "asin": "B0CNJWJXYY", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway", "asin": "B08DKPF5BF", "price": "$14.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "pickpiff Door Hook, Extra Sticky 10LB (Max), Stainless Holder for Hanging Towel, Coat, Cloth, Purse, Hat, Key, Black Wall Mounted Self-Adhesive Hanger for Shower Kitchen Bathroom Heavy Duty", "asin": "B0BNL5MBMY", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder Wall Mount, Black Metal Key Hanger Adhesive Key Rack Organizer with 6 Double Key Hooks Wall Decorative for Entryway Doorway Hallway 2 Installation Methods", "asin": "B0BVLGPW9T", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder Wall Mount, White Wooden Mail Key Organizer with Drawer Key Mail Holder Adhesive Key Rack with Shelf 8 Key Hooks for Entryway Doorway Hallway 2 Installation Methods", "asin": "B0CF9HCXM7", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "AdirOffice Steel Combination Lock Keys Cabinet Security Storage Box Organizer Holder Locked Key Box Wall Mount 30 Slots", "asin": "B0777VBKYX", "price": "$27.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder for Wall, Key Holder Wall Mount for Hallway, Key Organizer Rack with 7 Hooks, Key Hanger with Mounting Hardware (Welcome, 10 INCH)", "asin": "B0DK6LDHQ9", "price": "$5.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder Wall Mount - Mail Organizer Wall Mount with 6 Key Hooks and Storage Box for Sunglasses Storage and Dog Leash Holder Home Decor Rack Apartment Essentials Farmhouse Shelf Entryway Organizer", "asin": "B0DB53WY4H", "price": "$23.69", "delivery": "FREE delivery Sun, Apr 13"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T05:06:59.769Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-11T05:06:59.769Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T05:06:59.769Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1002,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:21.435Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:00:42.393Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:36.180Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:02:39.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:07.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.316Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.500Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.953Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:23.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:24:58.568Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:30:45.645Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:30:56.877Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:31:04.663Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Hooks, Key Hooks for Wall Mounted with 12 Hooks, for Entryway, Bathroom, Hallway and Kitchen\\uff08Brown Color\\uff09\\uff081PACK\", \"asin\": \"B0D3DWN1YR\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway\", \"asin\": \"B08DKPF5BF\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Franklin Brass Key Tidy (1-Pack) Pure White Holder 7' Wall Mount Small Item Rack 4 Hooks for Wall, Hallway, Entry Keychain Rail Organizer B46711K-PMN-R\", \"asin\": \"B0CH8TFCVL\", \"price\": \"$7.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"buways Key and Mail Holder Wall-Mounted,Wooden Key Rack Hanger Holder for Wall with 4 Double Key Hooks, Rustic Wall Home Decor for Entryway Living Room (Gray)\", \"asin\": \"B09655WN2V\", \"price\": \"$14.24\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount Farmhouse Key Hooks for Wall with Mail Organizer Decorative Key Rack with 4 Sturdy Hooks for Dog Leash, Sunglasses, Rustic, Paulownia Key Hanger for Entryway, Brown\", \"asin\": \"B0DLTZTRR3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"GTK Key Holder for Wall, Key Hooks with 10 Hooks, Wall Mounted Key Holder for Hallway, Self Adhesive Key Rack(Black)\", \"asin\": \"B0CNRYHZCC\", \"price\": \"$8.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Franklin Brass Key Tidy (1-Pack) Black Key Holder 14\\\" Wall Mount Key Rack 7 Key Hooks for Wall, Hallway, Entry Small Keychain Rail Organizer FBKEYT7-BSE-R\", \"asin\": \"B01M046CWA\", \"price\": \"$12.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HappyHapi Key Holder for Wall Decorative, Entryway Key Hooks, Wall Mounted Key Rack with 5 Hooks, Metal Wire Mesh Basket Mail Holder, 9.8\\u201dLx2.1\\u201dWx4.1\\u201dH\", \"asin\": \"B0B9B23JZZ\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rustic Key Holder for Wall, Farmhouse Wall Shelf with 4 Hooks, Wall Mounted Key Racks, Wooden Mail Organizer with Hooks for Entryway (Brown)\", \"asin\": \"B0B697ZZKR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Mini Keys Please Holder on Wall,Small Key Holder Wall Mounted,Black Metal Decorative Key Rack Hooks for Garage,Mudroom,Hallway,Entryway,Front Door,Office(Mini Size:7.28 x 2.95 inch)\", \"asin\": \"B0D25XD4R4\", \"price\": \"$6.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall Decorative with Shelf and Hooks, Mail Organizer Wall Mount with Sunglasses Holder, Circular Design Entryway Key Rack Hanger, Rustic Home Decor Boho Wall Decor (White)\", \"asin\": \"B0C8CF547G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Uniclife 28 Position Key Cabinet with Combination Lock Resettable Black Digital Security Storage Box Steel Key Organizer with Colorful Key Tag Labels Stickers and Hooks\", \"asin\": \"B07T25PYS2\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Dahey Key Holder Wall Mount Mail Organizer with 4 Double Hooks for Wall Key Rack with Wooden Mail Holder Key Hanger with Floating Shelf for Entryway Mudroom Living Room Kitchen Rustic Home Decor,Brown\", \"asin\": \"B07SYNVVQN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Yamazaki Home Magnetic Key Rack with Tray Steel One Size Black\", \"asin\": \"B0154HA59E\", \"price\": \"$26.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Command Key Rail, Holds up to 2 lb, 8-inch Rail with 4 Key Hooks and 6 Command Strips, Quartz, Removable Key Hooks for Entryway or Hallway, Hang Keys, Hats, Dog Leashes, and Accessories\", \"asin\": \"B00OILM0FU\", \"price\": \"$11.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Mounted Rustic Key Holder (Vintage Cast Iron)\", \"asin\": \"B07H3FR5FY\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HappyHapi Metal Key Hanger Wall Mount, Key Holder Wall Mounted Key Hooks Organizer Key Hanger Rack Wall Mounted for Home, Entryway, Hallway, Office, Matte Black,11.4''4.9''0.6''\", \"asin\": \"B09FL2W5S6\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"32 Key Cabinet Organizer, Lock Box, Security Storage for Valets, Hotels, Car and House Keys, Key Keeper Box - Black\", \"asin\": \"B0BDZKMHD5\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall - Mail Holder Organizer Wall Mount with Shelf - Hanging Key Rack Hanger with Hooks Decorative for Home Coat Letter Dog Leash Entryway Living Room Decor\", \"asin\": \"B0BHLGQJJT\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"iDesign York Adhesive Backed Key Holder for Wall, 1.5\\\" x 7\\\" x 5.5\\\", Brushed Stainless Steel\", \"asin\": \"B003O3I9JO\", \"price\": \"$9.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mail Organizer for Wall Mount \\u2013 Key Holder with Shelf Includes Letter Holder and Hooks for Hallway Farmhouse Decor \\u2013 Rustic Wood with Flush Mounting Hardware (16.5\\u201d x 9.1\\u201d x 3.4\\u201d) (White)\", \"asin\": \"B0BBM3ZJ4F\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"KYODOLED Locking Key Cabinet, 40 Key Storage Lock Box with Code, Key Box Wall Mount with Combination Lock, Key Hooks & Tags Key Labels, 2.5\\\" D x 8\\\" W x 12\\\" H (Black,40 Key)\", \"asin\": \"B07X37W4YG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"JUGREAT 80 Keys Cabinet with Sensor Light,Electronic Key Safe,Pin Code Keyless Storage Box for Keys,Secure Wall Mount Safe with 80 Key Tags\", \"asin\": \"B07Z3YQBH1\", \"price\": \"$75.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Key Holder for Wall \\u2013 Decorative Wooden Mail Holder and Key Shelf with Mounting Hardware, Installation Guide \\u2013 Paulownia Wood with 5 Metal Key Hooks (11.8\\u201d x 6.7\\u201d x 2.8\\u201d)\", \"asin\": \"B0D66LH82R\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Home Basics Wall-Mounted Key Hanger for Wall (White) Includes 4 Key Hooks | MDF and Steel Key Rack Organizer | Key Rack for Mail, House, and Car Keys\", \"asin\": \"B07VQVWJBV\", \"price\": \"$12.55\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall, Key Holder Wall Mount, Metal Key Hooks Organizer Rack | Metal Key Organizer Wall Decorative with 7 Hooks for Entryway, Front Door, Hallway, Office (12 Inches)\", \"asin\": \"B0CGLYSFSZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OurWarm Wall Mounted Key Holder/Hangers for Wall Decorative with 5 Key Hooks, Wooden Mail Rack Organizer with Shelf, Rustic Home Decor for Entryway Mudroom Hallway Office, Brown\", \"asin\": \"B08SJ5CHT9\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder, Steel Wall Mount Key Rack with 6 Hooks & Shelf, Lightweight, Rust Resistant, Adjustable Easy Install, for Bedroom, Kitchen, Garage, Entryway, Offices, Bathroom, Living Room\", \"asin\": \"B0CTMK2QLQ\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"niffgaff Black Key Holder for Wall, Self Adhesive Key Rack, Key Hooks for Wall Decorative, New Type Key Hangers for Wall Decor, Stainless Key Hooks Mail Holder\", \"asin\": \"B0CNJWJXYY\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway\", \"asin\": \"B08DKPF5BF\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"pickpiff Door Hook, Extra Sticky 10LB (Max), Stainless Holder for Hanging Towel, Coat, Cloth, Purse, Hat, Key, Black Wall Mounted Self-Adhesive Hanger for Shower Kitchen Bathroom Heavy Duty\", \"asin\": \"B0BNL5MBMY\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount, Black Metal Key Hanger Adhesive Key Rack Organizer with 6 Double Key Hooks Wall Decorative for Entryway Doorway Hallway 2 Installation Methods\", \"asin\": \"B0BVLGPW9T\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount, White Wooden Mail Key Organizer with Drawer Key Mail Holder Adhesive Key Rack with Shelf 8 Key Hooks for Entryway Doorway Hallway 2 Installation Methods\", \"asin\": \"B0CF9HCXM7\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"AdirOffice Steel Combination Lock Keys Cabinet Security Storage Box Organizer Holder Locked Key Box Wall Mount 30 Slots\", \"asin\": \"B0777VBKYX\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall, Key Holder Wall Mount for Hallway, Key Organizer Rack with 7 Hooks, Key Hanger with Mounting Hardware (Welcome, 10 INCH)\", \"asin\": \"B0DK6LDHQ9\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder Wall Mount - Mail Organizer Wall Mount with 6 Key Hooks and Storage Box for Sunglasses Storage and Dog Leash Holder Home Decor Rack Apartment Essentials Farmhouse Shelf Entryway Organizer\", \"asin\": \"B0DB53WY4H\", \"price\": \"$23.69\", \"delivery\": \"FREE delivery Sun, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T05:06:59.769Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:21.435Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:00:42.393Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:36.180Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:02:39.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:07.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.316Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.500Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.953Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:23.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:24:58.568Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:30:45.645Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:30:56.877Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:31:04.663Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount Farmhouse Key Hooks for Wall with Mail Organizer Decorative Key Rack with 4 Sturdy Hooks for Dog Leash, Sunglasses, Rustic, Paulownia Key Hanger for Entryway, Brown\", \"asin\": \"B0DLTZTRR3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"GTK Key Holder for Wall, Key Hooks with 10 Hooks, Wall Mounted Key Holder for Hallway, Self Adhesive Key Rack(Black)\", \"asin\": \"B0CNRYHZCC\", \"price\": \"$8.47\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Franklin Brass Key Tidy (1-Pack) Black Key Holder 14\\\" Wall Mount Key Rack 7 Key Hooks for Wall, Hallway, Entry Small Keychain Rail Organizer FBKEYT7-BSE-R\", \"asin\": \"B01M046CWA\", \"price\": \"$12.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"HappyHapi Key Holder for Wall Decorative, Entryway Key Hooks, Wall Mounted Key Rack with 5 Hooks, Metal Wire Mesh Basket Mail Holder, 9.8\\u201dLx2.1\\u201dWx4.1\\u201dH\", \"asin\": \"B0B9B23JZZ\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Rustic Key Holder for Wall, Farmhouse Wall Shelf with 4 Hooks, Wall Mounted Key Racks, Wooden Mail Organizer with Hooks for Entryway (Brown)\", \"asin\": \"B0B697ZZKR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Mini Keys Please Holder on Wall,Small Key Holder Wall Mounted,Black Metal Decorative Key Rack Hooks for Garage,Mudroom,Hallway,Entryway,Front Door,Office(Mini Size:7.28 x 2.95 inch)\", \"asin\": \"B0D25XD4R4\", \"price\": \"$6.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall Decorative with Shelf and Hooks, Mail Organizer Wall Mount with Sunglasses Holder, Circular Design Entryway Key Rack Hanger, Rustic Home Decor Boho Wall Decor (White)\", \"asin\": \"B0C8CF547G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Uniclife 28 Position Key Cabinet with Combination Lock Resettable Black Digital Security Storage Box Steel Key Organizer with Colorful Key Tag Labels Stickers and Hooks\", \"asin\": \"B07T25PYS2\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Dahey Key Holder Wall Mount Mail Organizer with 4 Double Hooks for Wall Key Rack with Wooden Mail Holder Key Hanger with Floating Shelf for Entryway Mudroom Living Room Kitchen Rustic Home Decor,Brown\", \"asin\": \"B07SYNVVQN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Yamazaki Home Magnetic Key Rack with Tray Steel One Size Black\", \"asin\": \"B0154HA59E\", \"price\": \"$26.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Command Key Rail, Holds up to 2 lb, 8-inch Rail with 4 Key Hooks and 6 Command Strips, Quartz, Removable Key Hooks for Entryway or Hallway, Hang Keys, Hats, Dog Leashes, and Accessories\", \"asin\": \"B00OILM0FU\", \"price\": \"$11.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Mounted Rustic Key Holder (Vintage Cast Iron)\", \"asin\": \"B07H3FR5FY\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HappyHapi Metal Key Hanger Wall Mount, Key Holder Wall Mounted Key Hooks Organizer Key Hanger Rack Wall Mounted for Home, Entryway, Hallway, Office, Matte Black,11.4''4.9''0.6''\", \"asin\": \"B09FL2W5S6\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"32 Key Cabinet Organizer, Lock Box, Security Storage for Valets, Hotels, Car and House Keys, Key Keeper Box - Black\", \"asin\": \"B0BDZKMHD5\", \"price\": \"$39.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall - Mail Holder Organizer Wall Mount with Shelf - Hanging Key Rack Hanger with Hooks Decorative for Home Coat Letter Dog Leash Entryway Living Room Decor\", \"asin\": \"B0BHLGQJJT\", \"price\": \"$24.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"iDesign York Adhesive Backed Key Holder for Wall, 1.5\\\" x 7\\\" x 5.5\\\", Brushed Stainless Steel\", \"asin\": \"B003O3I9JO\", \"price\": \"$9.64\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Mail Organizer for Wall Mount \\u2013 Key Holder with Shelf Includes Letter Holder and Hooks for Hallway Farmhouse Decor \\u2013 Rustic Wood with Flush Mounting Hardware (16.5\\u201d x 9.1\\u201d x 3.4\\u201d) (White)\", \"asin\": \"B0BBM3ZJ4F\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"KYODOLED Locking Key Cabinet, 40 Key Storage Lock Box with Code, Key Box Wall Mount with Combination Lock, Key Hooks & Tags Key Labels, 2.5\\\" D x 8\\\" W x 12\\\" H (Black,40 Key)\", \"asin\": \"B07X37W4YG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"JUGREAT 80 Keys Cabinet with Sensor Light,Electronic Key Safe,Pin Code Keyless Storage Box for Keys,Secure Wall Mount Safe with 80 Key Tags\", \"asin\": \"B07Z3YQBH1\", \"price\": \"$75.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Key Holder for Wall \\u2013 Decorative Wooden Mail Holder and Key Shelf with Mounting Hardware, Installation Guide \\u2013 Paulownia Wood with 5 Metal Key Hooks (11.8\\u201d x 6.7\\u201d x 2.8\\u201d)\", \"asin\": \"B0D66LH82R\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Home Basics Wall-Mounted Key Hanger for Wall (White) Includes 4 Key Hooks | MDF and Steel Key Rack Organizer | Key Rack for Mail, House, and Car Keys\", \"asin\": \"B07VQVWJBV\", \"price\": \"$12.55\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall, Key Holder Wall Mount, Metal Key Hooks Organizer Rack | Metal Key Organizer Wall Decorative with 7 Hooks for Entryway, Front Door, Hallway, Office (12 Inches)\", \"asin\": \"B0CGLYSFSZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OurWarm Wall Mounted Key Holder/Hangers for Wall Decorative with 5 Key Hooks, Wooden Mail Rack Organizer with Shelf, Rustic Home Decor for Entryway Mudroom Hallway Office, Brown\", \"asin\": \"B08SJ5CHT9\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder, Steel Wall Mount Key Rack with 6 Hooks & Shelf, Lightweight, Rust Resistant, Adjustable Easy Install, for Bedroom, Kitchen, Garage, Entryway, Offices, Bathroom, Living Room\", \"asin\": \"B0CTMK2QLQ\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"niffgaff Black Key Holder for Wall, Self Adhesive Key Rack, Key Hooks for Wall Decorative, New Type Key Hangers for Wall Decor, Stainless Key Hooks Mail Holder\", \"asin\": \"B0CNJWJXYY\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway\", \"asin\": \"B08DKPF5BF\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"pickpiff Door Hook, Extra Sticky 10LB (Max), Stainless Holder for Hanging Towel, Coat, Cloth, Purse, Hat, Key, Black Wall Mounted Self-Adhesive Hanger for Shower Kitchen Bathroom Heavy Duty\", \"asin\": \"B0BNL5MBMY\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount, Black Metal Key Hanger Adhesive Key Rack Organizer with 6 Double Key Hooks Wall Decorative for Entryway Doorway Hallway 2 Installation Methods\", \"asin\": \"B0BVLGPW9T\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount, White Wooden Mail Key Organizer with Drawer Key Mail Holder Adhesive Key Rack with Shelf 8 Key Hooks for Entryway Doorway Hallway 2 Installation Methods\", \"asin\": \"B0CF9HCXM7\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"AdirOffice Steel Combination Lock Keys Cabinet Security Storage Box Organizer Holder Locked Key Box Wall Mount 30 Slots\", \"asin\": \"B0777VBKYX\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall, Key Holder Wall Mount for Hallway, Key Organizer Rack with 7 Hooks, Key Hanger with Mounting Hardware (Welcome, 10 INCH)\", \"asin\": \"B0DK6LDHQ9\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder Wall Mount - Mail Organizer Wall Mount with 6 Key Hooks and Storage Box for Sunglasses Storage and Dog Leash Holder Home Decor Rack Apartment Essentials Farmhouse Shelf Entryway Organizer\", \"asin\": \"B0DB53WY4H\", \"price\": \"$23.69\", \"delivery\": \"FREE delivery Sun, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T05:07:11.914Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-11T05:07:11.914Z
|
click
|
search
|
rule
|
train
| 1,003 |
2025-04-11T05:07:11.914Z
|
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": "2025-04-06T19:58:18.274Z", "action": "input", "action_argument": "motherboard screw"}
{"timestamp": "2025-04-06T19:58:21.435Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T19:58:50.673Z", "action": "click_product", "action_argument": "B08ZD81HDR"}
{"timestamp": "2025-04-06T20:00:03.110Z", "action": "input", "action_argument": "mouting screw"}
{"timestamp": "2025-04-06T20:00:03.206Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-06T20:00:15.266Z", "action": "click_product", "action_argument": "B07Q3DLCJ4"}
{"timestamp": "2025-04-06T20:00:42.296Z", "action": "input", "action_argument": "Standoff screws"}
{"timestamp": "2025-04-06T20:00:42.393Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:02:03.608Z", "action": "click_product", "action_argument": "B08F28SLW6"}
{"timestamp": "2025-04-06T20:02:36.180Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:02:39.691Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"}
{"timestamp": "2025-04-06T20:02:39.794Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:00.811Z", "action": "input", "action_argument": "M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff"}
{"timestamp": "2025-04-06T20:24:07.840Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.316Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.500Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:08.953Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:23.327Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:24:56.727Z", "action": "input", "action_argument": "sfx to atx psu adapter"}
{"timestamp": "2025-04-06T20:24:58.568Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:25:15.623Z", "action": "click_product", "action_argument": "B092LV1GT5"}
{"timestamp": "2025-04-06T20:26:52.963Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T20:28:15.921Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:40.508Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:45.980Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:51.038Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:53.279Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:28:54.547Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:30:45.552Z", "action": "input", "action_argument": "sfx psu holder"}
{"timestamp": "2025-04-06T20:30:45.645Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:30:56.877Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:31:04.663Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-06T20:34:47.729Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T20:35:20.491Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-06T20:35:33.142Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:35.860Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:52.997Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:53.644Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:54.356Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:55.093Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:57.332Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:35:58.094Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:00.957Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:01.677Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:03.781Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:39.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:40.513Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:41.500Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:36:42.788Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-06T20:37:56.237Z", "action": "click", "action_argument": "page_related"}
{"timestamp": "2025-04-06T20:37:59.746Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
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{"title": "10 Pack Coat Hooks Wall Hooks for Hanging, Heavy Duty Double Prong Metal Hook Wall Mounted for Living Room, Bathroom, Kitchen, Bedroom for Coat, Bag, Scarf, Towel, Hat, Key, Cup (Black)", "asin": "B09YCX66WJ", "price": "$8.49", "quantity": ""},
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{"title": "24 Pack Heavy Duty Self Adhesive Hooks - 33lb Max, Transparent, Waterproof, Sticky Wall Hooks for Keys, Bathroom, Shower, Outdoor, Kitchen, Door, Home Improvement, Utility", "asin": "B07KFDML8G", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall, Decorative Key and Mail Holder with Shelf Has Large Hooks for Bags, Coats, Umbrella \u2013 Paulownia Wood Key Hanger with Mounting Hardware (9.8\u201dW x 6.7\u201dH x 4.2\u201dD)", "asin": "B09ZRT5QPG", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
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{"title": "Key and Mail Holder For Wall, Mail Organizer Wall Mount with 6 Hooks and Storage Drawer, Easy Installation Key Rack for Entryway and Home Decor (A-White)", "asin": "B0B715XDG1", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder Wall Mount - Decorative Key Rack and Mail Organizer with 6 Key Hooks - Wooden Key Hanger with Shelf for Living Room Decor - Rustic Farmhouse Home Entryway Aesthetic Essentials", "asin": "B0CPF21VBF", "price": "$12.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "WIPHANY Key Holder Hooks Organizer Hanger Rack Wall Mounted with Screws and Anchors Home Sweet Home Wall Metal Decor for Entryway Front Door Kitchen Hallway Garage Mudroom Office 9.8inches/25cm", "asin": "B0B3WQGVPW", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall, Key Holder Wall Mount, Metal Key Hooks Organizer Rack | Metal Key Organizer Wall Decorative with 7 Hooks for Entryway, Front Door, Hallway, Office (12 Inches)", "asin": "B0CGLYSFSZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack Key Holder for Wall, Key Hooks with 8 Hooks, No Drilling Required, Self-Adhesive Key Holder, Hallway Wall Mount Keychain, Key Holder Wall Mount for Corridor, Living Room (Grey)", "asin": "B0D1V6BVS6", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "VIS'V Key Holder Wall Mount, Large Metal Self Adhesive Key Hanger with 4 Hooks, Extra Adhesive Strip, Black", "asin": "B0BXL2RBJ1", "price": "$11.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "VIS'V Key Holder Wall Mount, Small Metal Self Adhesive Key Hanger with 3 Hooks, Extra Adhesive Strip, Black", "asin": "B0BXL131M3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack Key Holder for Wall, Key Hooks with 8 Hooks, No Drilling Required, Self-Adhesive Key Holder, Hallway Wall Mount Keychain, Key Holder Wall Mount for Corridor, Living Room (Grey)", "asin": "B0D1V6BVS6", "price": "$12.59", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall with 2 Self-Adhesive Tapes, No Damage Key Holder Rack for Wall with 3 Key Hooks for Entryway, Door, Bathroom, Kitchen(Black)", "asin": "B0B7RRGJCM", "price": "$9.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Decorative Key Holder for Wall with Shelf, Entryway Shelf with Hooks Holds Leashes, Jackets and Glasses \u2013 Sturdy Wood Keyholder Entrance Hanger with Mounting Hardware (Black)", "asin": "B096BJMR9W", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall: Easy Installation Mail Organizer Wall Mount Hanging Key Rack for Kitchen and Entryway Decor with 5 Sturdy Key Hooks (White)", "asin": "B09K5CL8B4", "price": "$11.98", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Picowe Key Holder for Wall Decorative, Adhesive Stainless Steel Key Hooks, Key Hanger Key Organizer for Wall, Towel Hook Coat Hanger for Entryway Hallway Kitchen(Four Rows,Black 1PCS)", "asin": "B0BWJ3VV4Y", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Metal Key Holder, Wall Mounted Key Hooks, Key Holder for Wall, Key Organizer Rack with 7 Hooks, Key Hanger Decor for Kitchen, Entryway, Hallway, Bedroom, Doorway (Mountain 12IN)", "asin": "B0CZNM37TC", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Mail Organizer for Wall Mount \u2013 Key Holder with Shelf Includes Letter Holder and Hooks for Coats, Dog Leashes \u2013 Rustic Wood with Flush Mounting Hardware (16.5\u201d x 8.7\u201d x 3.5\u201d)", "asin": "B096BLP9T9", "price": "$24.97", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "RELBRO Key Holder Wall Mount, Black Large Hanger Self Adhesive Rail With 4 Hooks, Metal Rack Organizer for Doorway Entryway Hallway Camper RV, 2 Installation Options", "asin": "B0CQCJ8Y4P", "price": "$11.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder for Wall - Key Rack with 5 Key Hooks, 11.02\" L\u00d72.75\" W\u00d74.92\" H, Key and Mail Organizer Wall Mount with Mesh Basket, Key Hanger for Wall, Entryway, Home Decor(Matte Black)", "asin": "B0C2XR9XCJ", "price": "$9.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "VIS'V Key Holder Wall Mount, Compact Adhesive Key Rack with Tray, 6 Hooks, 2 Mount Options, Black", "asin": "B0C48V1LNV", "price": "$9.87", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall, Mail Organizer Wall Mount with Key Hooks and Wallet Holder, Sunglasses Storage and Dog Leash Hanger, Decorative with 4 Double Hooks and Chalkboard", "asin": "B0BKSP4QPV", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "VIS'V Key Holder Wall Mount, Small Metal Self Adhesive Key Hanger with 3 Hooks, Extra Adhesive Strip, Black", "asin": "B0BXL131M3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Hooks, Key Hooks for Wall Mounted with 12 Hooks, for Entryway, Bathroom, Hallway and Kitchen\uff08Brown Color\uff09\uff081PACK", "asin": "B0D3DWN1YR", "price": "$6.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway", "asin": "B08DKPF5BF", "price": "$14.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Franklin Brass Key Tidy (1-Pack) Pure White Holder 7' Wall Mount Small Item Rack 4 Hooks for Wall, Hallway, Entry Keychain Rail Organizer B46711K-PMN-R", "asin": "B0CH8TFCVL", "price": "$7.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "buways Key and Mail Holder Wall-Mounted,Wooden Key Rack Hanger Holder for Wall with 4 Double Key Hooks, Rustic Wall Home Decor for Entryway Living Room (Gray)", "asin": "B09655WN2V", "price": "$14.24", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder Wall Mount Farmhouse Key Hooks for Wall with Mail Organizer Decorative Key Rack with 4 Sturdy Hooks for Dog Leash, Sunglasses, Rustic, Paulownia Key Hanger for Entryway, Brown", "asin": "B0DLTZTRR3", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "GTK Key Holder for Wall, Key Hooks with 10 Hooks, Wall Mounted Key Holder for Hallway, Self Adhesive Key Rack(Black)", "asin": "B0CNRYHZCC", "price": "$8.47", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Franklin Brass Key Tidy (1-Pack) Black Key Holder 14\" Wall Mount Key Rack 7 Key Hooks for Wall, Hallway, Entry Small Keychain Rail Organizer FBKEYT7-BSE-R", "asin": "B01M046CWA", "price": "$12.86", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "HappyHapi Key Holder for Wall Decorative, Entryway Key Hooks, Wall Mounted Key Rack with 5 Hooks, Metal Wire Mesh Basket Mail Holder, 9.8\u201dLx2.1\u201dWx4.1\u201dH", "asin": "B0B9B23JZZ", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Rustic Key Holder for Wall, Farmhouse Wall Shelf with 4 Hooks, Wall Mounted Key Racks, Wooden Mail Organizer with Hooks for Entryway (Brown)", "asin": "B0B697ZZKR", "price": "$9.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Mini Keys Please Holder on Wall,Small Key Holder Wall Mounted,Black Metal Decorative Key Rack Hooks for Garage,Mudroom,Hallway,Entryway,Front Door,Office(Mini Size:7.28 x 2.95 inch)", "asin": "B0D25XD4R4", "price": "$6.86", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder for Wall Decorative with Shelf and Hooks, Mail Organizer Wall Mount with Sunglasses Holder, Circular Design Entryway Key Rack Hanger, Rustic Home Decor Boho Wall Decor (White)", "asin": "B0C8CF547G", "price": "$21.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Uniclife 28 Position Key Cabinet with Combination Lock Resettable Black Digital Security Storage Box Steel Key Organizer with Colorful Key Tag Labels Stickers and Hooks", "asin": "B07T25PYS2", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Dahey Key Holder Wall Mount Mail Organizer with 4 Double Hooks for Wall Key Rack with Wooden Mail Holder Key Hanger with Floating Shelf for Entryway Mudroom Living Room Kitchen Rustic Home Decor,Brown", "asin": "B07SYNVVQN", "price": "$23.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Yamazaki Home Magnetic Key Rack with Tray Steel One Size Black", "asin": "B0154HA59E", "price": "$26.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Command Key Rail, Holds up to 2 lb, 8-inch Rail with 4 Key Hooks and 6 Command Strips, Quartz, Removable Key Hooks for Entryway or Hallway, Hang Keys, Hats, Dog Leashes, and Accessories", "asin": "B00OILM0FU", "price": "$11.68", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Mounted Rustic Key Holder (Vintage Cast Iron)", "asin": "B07H3FR5FY", "price": "$15.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "HappyHapi Metal Key Hanger Wall Mount, Key Holder Wall Mounted Key Hooks Organizer Key Hanger Rack Wall Mounted for Home, Entryway, Hallway, Office, Matte Black,11.4''4.9''0.6''", "asin": "B09FL2W5S6", "price": "$7.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "32 Key Cabinet Organizer, Lock Box, Security Storage for Valets, Hotels, Car and House Keys, Key Keeper Box - Black", "asin": "B0BDZKMHD5", "price": "$39.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder for Wall - Mail Holder Organizer Wall Mount with Shelf - Hanging Key Rack Hanger with Hooks Decorative for Home Coat Letter Dog Leash Entryway Living Room Decor", "asin": "B0BHLGQJJT", "price": "$24.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "iDesign York Adhesive Backed Key Holder for Wall, 1.5\" x 7\" x 5.5\", Brushed Stainless Steel", "asin": "B003O3I9JO", "price": "$9.64", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Mail Organizer for Wall Mount \u2013 Key Holder with Shelf Includes Letter Holder and Hooks for Hallway Farmhouse Decor \u2013 Rustic Wood with Flush Mounting Hardware (16.5\u201d x 9.1\u201d x 3.4\u201d) (White)", "asin": "B0BBM3ZJ4F", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "KYODOLED Locking Key Cabinet, 40 Key Storage Lock Box with Code, Key Box Wall Mount with Combination Lock, Key Hooks & Tags Key Labels, 2.5\" D x 8\" W x 12\" H (Black,40 Key)", "asin": "B07X37W4YG", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "JUGREAT 80 Keys Cabinet with Sensor Light,Electronic Key Safe,Pin Code Keyless Storage Box for Keys,Secure Wall Mount Safe with 80 Key Tags", "asin": "B07Z3YQBH1", "price": "$75.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Key Holder for Wall \u2013 Decorative Wooden Mail Holder and Key Shelf with Mounting Hardware, Installation Guide \u2013 Paulownia Wood with 5 Metal Key Hooks (11.8\u201d x 6.7\u201d x 2.8\u201d)", "asin": "B0D66LH82R", "price": "$18.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Home Basics Wall-Mounted Key Hanger for Wall (White) Includes 4 Key Hooks | MDF and Steel Key Rack Organizer | Key Rack for Mail, House, and Car Keys", "asin": "B07VQVWJBV", "price": "$12.55", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder for Wall, Key Holder Wall Mount, Metal Key Hooks Organizer Rack | Metal Key Organizer Wall Decorative with 7 Hooks for Entryway, Front Door, Hallway, Office (12 Inches)", "asin": "B0CGLYSFSZ", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "OurWarm Wall Mounted Key Holder/Hangers for Wall Decorative with 5 Key Hooks, Wooden Mail Rack Organizer with Shelf, Rustic Home Decor for Entryway Mudroom Hallway Office, Brown", "asin": "B08SJ5CHT9", "price": "$19.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder, Steel Wall Mount Key Rack with 6 Hooks & Shelf, Lightweight, Rust Resistant, Adjustable Easy Install, for Bedroom, Kitchen, Garage, Entryway, Offices, Bathroom, Living Room", "asin": "B0CTMK2QLQ", "price": "$5.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "niffgaff Black Key Holder for Wall, Self Adhesive Key Rack, Key Hooks for Wall Decorative, New Type Key Hangers for Wall Decor, Stainless Key Hooks Mail Holder", "asin": "B0CNJWJXYY", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway", "asin": "B08DKPF5BF", "price": "$14.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "pickpiff Door Hook, Extra Sticky 10LB (Max), Stainless Holder for Hanging Towel, Coat, Cloth, Purse, Hat, Key, Black Wall Mounted Self-Adhesive Hanger for Shower Kitchen Bathroom Heavy Duty", "asin": "B0BNL5MBMY", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder Wall Mount, Black Metal Key Hanger Adhesive Key Rack Organizer with 6 Double Key Hooks Wall Decorative for Entryway Doorway Hallway 2 Installation Methods", "asin": "B0BVLGPW9T", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Key Holder Wall Mount, White Wooden Mail Key Organizer with Drawer Key Mail Holder Adhesive Key Rack with Shelf 8 Key Hooks for Entryway Doorway Hallway 2 Installation Methods", "asin": "B0CF9HCXM7", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "AdirOffice Steel Combination Lock Keys Cabinet Security Storage Box Organizer Holder Locked Key Box Wall Mount 30 Slots", "asin": "B0777VBKYX", "price": "$27.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder for Wall, Key Holder Wall Mount for Hallway, Key Organizer Rack with 7 Hooks, Key Hanger with Mounting Hardware (Welcome, 10 INCH)", "asin": "B0DK6LDHQ9", "price": "$5.99", "delivery": " Two-Day FREE delivery Sat, Apr 12"},
{"title": "Key Holder Wall Mount - Mail Organizer Wall Mount with 6 Key Hooks and Storage Box for Sunglasses Storage and Dog Leash Holder Home Decor Rack Apartment Essentials Farmhouse Shelf Entryway Organizer", "asin": "B0DB53WY4H", "price": "$23.69", "delivery": "FREE delivery Sun, Apr 13"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-11T05:07:11.914Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-11T05:07:11.914Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-11T05:07:11.914Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1003,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-06T19:58:18.274Z\", \"action\": \"input\", \"action_argument\": \"motherboard screw\"}\n{\"timestamp\": \"2025-04-06T19:58:21.435Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T19:58:50.673Z\", \"action\": \"click_product\", \"action_argument\": \"B08ZD81HDR\"}\n{\"timestamp\": \"2025-04-06T20:00:03.110Z\", \"action\": \"input\", \"action_argument\": \"mouting screw\"}\n{\"timestamp\": \"2025-04-06T20:00:03.206Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-06T20:00:15.266Z\", \"action\": \"click_product\", \"action_argument\": \"B07Q3DLCJ4\"}\n{\"timestamp\": \"2025-04-06T20:00:42.296Z\", \"action\": \"input\", \"action_argument\": \"Standoff screws\"}\n{\"timestamp\": \"2025-04-06T20:00:42.393Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:03.608Z\", \"action\": \"click_product\", \"action_argument\": \"B08F28SLW6\"}\n{\"timestamp\": \"2025-04-06T20:02:36.180Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:02:39.691Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:02:39.794Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:00.811Z\", \"action\": \"input\", \"action_argument\": \"M2.5x16mm+6mm Male-Female Brass Hex PCB Motherboard Spacer Standoff\"}\n{\"timestamp\": \"2025-04-06T20:24:07.840Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.316Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.500Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:08.953Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:23.327Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:24:56.727Z\", \"action\": \"input\", \"action_argument\": \"sfx to atx psu adapter\"}\n{\"timestamp\": \"2025-04-06T20:24:58.568Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:25:15.623Z\", \"action\": \"click_product\", \"action_argument\": \"B092LV1GT5\"}\n{\"timestamp\": \"2025-04-06T20:26:52.963Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:28:15.921Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:40.508Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:45.980Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:51.038Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:53.279Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:28:54.547Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:30:45.552Z\", \"action\": \"input\", \"action_argument\": \"sfx psu holder\"}\n{\"timestamp\": \"2025-04-06T20:30:45.645Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:30:56.877Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:31:04.663Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-06T20:34:47.729Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T20:35:20.491Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-06T20:35:33.142Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:35.860Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:52.997Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:53.644Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:54.356Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:55.093Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:57.332Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:35:58.094Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:00.957Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:01.677Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:03.781Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:39.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:40.513Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:41.500Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:36:42.788Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-06T20:37:56.237Z\", \"action\": \"click\", \"action_argument\": \"page_related\"}\n{\"timestamp\": \"2025-04-06T20:37:59.746Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"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\": \"cute key holder wall mount\"}],\n\"cart_items\": [{\"title\": \"ManGuish 2 Pack Console Sofa Table with Power Outlets, 94.4\\\" L x 5.9\\\" W x 31.8\\\" H Long Couch Table with Metal Frame and Charge Station with Extension Cord, Behind Couch Table, Rustic Brown\", \"asin\": \"B0DF25TNCG\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$21.29\", \"quantity\": \"1\"},\n{\"title\": \"G.SKILL Trident Z5 Neo RGB Series (AMD Expo) DDR5 RAM 64GB (2X 32GB) 6000MT/s CL28-36-36-96 1.40V Desktop Computer Memory U-DIMM - Black (F5-6000J2836G32GX2-TZ5NR)\", \"asin\": \"B0F1RKXGXZ\", \"price\": \"$229.99\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$311.37\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. 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Key Rack with 5 Key Hooks, 11.02\\\" L\\u00d72.75\\\" W\\u00d74.92\\\" H, Key and Mail Organizer Wall Mount with Mesh Basket, Key Hanger for Wall, Entryway, Home Decor(Matte Black)\", \"asin\": \"B0C2XR9XCJ\", \"price\": \"$9.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"VIS'V Key Holder Wall Mount, Compact Adhesive Key Rack with Tray, 6 Hooks, 2 Mount Options, Black\", \"asin\": \"B0C48V1LNV\", \"price\": \"$9.87\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall, Mail Organizer Wall Mount with Key Hooks and Wallet Holder, Sunglasses Storage and Dog Leash Hanger, Decorative with 4 Double Hooks and Chalkboard\", \"asin\": \"B0BKSP4QPV\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"VIS'V Key Holder Wall Mount, Small Metal Self Adhesive Key Hanger with 3 Hooks, Extra Adhesive Strip, Black\", \"asin\": \"B0BXL131M3\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Rustic Key Holder for Wall, Farmhouse Wall Shelf with 4 Hooks, Wall Mounted Key Racks, Wooden Mail Organizer with Hooks for Entryway (Brown)\", \"asin\": \"B0B697ZZKR\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Mini Keys Please Holder on Wall,Small Key Holder Wall Mounted,Black Metal Decorative Key Rack Hooks for Garage,Mudroom,Hallway,Entryway,Front Door,Office(Mini Size:7.28 x 2.95 inch)\", \"asin\": \"B0D25XD4R4\", \"price\": \"$6.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder for Wall Decorative with Shelf and Hooks, Mail Organizer Wall Mount with Sunglasses Holder, Circular Design Entryway Key Rack Hanger, Rustic Home Decor Boho Wall Decor (White)\", \"asin\": \"B0C8CF547G\", \"price\": \"$21.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Uniclife 28 Position Key Cabinet with Combination Lock Resettable Black Digital Security Storage Box Steel Key Organizer with Colorful Key Tag Labels Stickers and Hooks\", \"asin\": \"B07T25PYS2\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Dahey Key Holder Wall Mount Mail Organizer with 4 Double Hooks for Wall Key Rack with Wooden Mail Holder Key Hanger with Floating Shelf for Entryway Mudroom Living Room Kitchen Rustic Home Decor,Brown\", \"asin\": \"B07SYNVVQN\", \"price\": \"$23.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Yamazaki Home Magnetic Key Rack with Tray Steel One Size Black\", \"asin\": \"B0154HA59E\", \"price\": \"$26.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Command Key Rail, Holds up to 2 lb, 8-inch Rail with 4 Key Hooks and 6 Command Strips, Quartz, Removable Key Hooks for Entryway or Hallway, Hang Keys, Hats, Dog Leashes, and Accessories\", \"asin\": \"B00OILM0FU\", \"price\": \"$11.68\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Mounted Rustic Key Holder (Vintage Cast Iron)\", \"asin\": \"B07H3FR5FY\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"HappyHapi Metal Key Hanger Wall Mount, Key Holder Wall Mounted Key Hooks Organizer Key Hanger Rack Wall Mounted for Home, Entryway, Hallway, Office, Matte Black,11.4''4.9''0.6''\", \"asin\": \"B09FL2W5S6\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 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10 PM\"},\n{\"title\": \"KYODOLED Locking Key Cabinet, 40 Key Storage Lock Box with Code, Key Box Wall Mount with Combination Lock, Key Hooks & Tags Key Labels, 2.5\\\" D x 8\\\" W x 12\\\" H (Black,40 Key)\", \"asin\": \"B07X37W4YG\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"JUGREAT 80 Keys Cabinet with Sensor Light,Electronic Key Safe,Pin Code Keyless Storage Box for Keys,Secure Wall Mount Safe with 80 Key Tags\", \"asin\": \"B07Z3YQBH1\", \"price\": \"$75.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Key Holder for Wall \\u2013 Decorative Wooden Mail Holder and Key Shelf with Mounting Hardware, Installation Guide \\u2013 Paulownia Wood with 5 Metal Key Hooks (11.8\\u201d x 6.7\\u201d x 2.8\\u201d)\", \"asin\": \"B0D66LH82R\", \"price\": \"$18.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Home Basics Wall-Mounted Key Hanger for Wall (White) Includes 4 Key Hooks | MDF and Steel Key Rack Organizer | Key Rack for Mail, House, and Car Keys\", \"asin\": \"B07VQVWJBV\", \"price\": \"$12.55\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall, Key Holder Wall Mount, Metal Key Hooks Organizer Rack | Metal Key Organizer Wall Decorative with 7 Hooks for Entryway, Front Door, Hallway, Office (12 Inches)\", \"asin\": \"B0CGLYSFSZ\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"OurWarm Wall Mounted Key Holder/Hangers for Wall Decorative with 5 Key Hooks, Wooden Mail Rack Organizer with Shelf, Rustic Home Decor for Entryway Mudroom Hallway Office, Brown\", \"asin\": \"B08SJ5CHT9\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder, Steel Wall Mount Key Rack with 6 Hooks & Shelf, Lightweight, Rust Resistant, Adjustable Easy Install, for Bedroom, Kitchen, Garage, Entryway, Offices, Bathroom, Living Room\", \"asin\": \"B0CTMK2QLQ\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"niffgaff Black Key Holder for Wall, Self Adhesive Key Rack, Key Hooks for Wall Decorative, New Type Key Hangers for Wall Decor, Stainless Key Hooks Mail Holder\", \"asin\": \"B0CNJWJXYY\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder (3 Hooks) - Sturdy Self Adhesive Stainless Steel, Matte Black, Wall Mount, Damage Free, Extra Thick, for Keys and Masks, Entryway, Hallway\", \"asin\": \"B08DKPF5BF\", \"price\": \"$14.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"pickpiff Door Hook, Extra Sticky 10LB (Max), Stainless Holder for Hanging Towel, Coat, Cloth, Purse, Hat, Key, Black Wall Mounted Self-Adhesive Hanger for Shower Kitchen Bathroom Heavy Duty\", \"asin\": \"B0BNL5MBMY\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount, Black Metal Key Hanger Adhesive Key Rack Organizer with 6 Double Key Hooks Wall Decorative for Entryway Doorway Hallway 2 Installation Methods\", \"asin\": \"B0BVLGPW9T\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Key Holder Wall Mount, White Wooden Mail Key Organizer with Drawer Key Mail Holder Adhesive Key Rack with Shelf 8 Key Hooks for Entryway Doorway Hallway 2 Installation Methods\", \"asin\": \"B0CF9HCXM7\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"AdirOffice Steel Combination Lock Keys Cabinet Security Storage Box Organizer Holder Locked Key Box Wall Mount 30 Slots\", \"asin\": \"B0777VBKYX\", \"price\": \"$27.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder for Wall, Key Holder Wall Mount for Hallway, Key Organizer Rack with 7 Hooks, Key Hanger with Mounting Hardware (Welcome, 10 INCH)\", \"asin\": \"B0DK6LDHQ9\", \"price\": \"$5.99\", \"delivery\": \" Two-Day FREE delivery Sat, Apr 12\"},\n{\"title\": \"Key Holder Wall Mount - Mail Organizer Wall Mount with 6 Key Hooks and Storage Box for Sunglasses Storage and Dog Leash Holder Home Decor Rack Apartment Essentials Farmhouse Shelf Entryway Organizer\", \"asin\": \"B0DB53WY4H\", \"price\": \"$23.69\", \"delivery\": \"FREE delivery Sun, Apr 13\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-11T05:07:11.914Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:04:57.747Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:04:57.747Z
|
click
|
nav_bar
|
rule
|
train
| 1,004 |
2025-04-14T05:04:57.747Z
|
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": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:04:57.747Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:04:57.747Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:04:57.747Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1004,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:04:57.747Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:08:52.892Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:08:52.892Z
|
input
|
charger station
|
rule
|
train
| 1,005 |
2025-04-14T05:08:52.892Z
|
input
|
charger station
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:08:52.892Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:08:52.892Z\",\"action\": \"input\",\"acion_argument\": \"charger station\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:08:52.892Z\",\"action\": \"input\",\"acion_argument\": \"charger station\",}</answer>",
"index": 1005,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:08:52.892Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"charger station\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"300W Charging Station for Multiple Devices, 8 Port USB C Charging Station Fast Charge for MacBook iPhone 15 Phone iPad Tablets (6 Mixed Short Cables Included) White\", \"asin\": \"B0CJFR29ZY\", \"price\": \"$37.98\", \"quantity\": \"\"},\n{\"title\": \"USB C Charging Station for Multiple Devices, 150W 30 Ports USB Charger Block for Ipad Cell Phone, Multiple USB Power Strip for Family Classroom\", \"asin\": \"B0DGX3NSNR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"USB~C Charger Block, 125W(25A) 25 Port (15 USB A & 10 USB~C Port) Multiple Charging Station, Desktop Wall Charger Compatible with iPhone, iPad, Tablets, Smartphones\", \"asin\": \"B0D59TXXB4\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)\", \"asin\": \"B0D5CHVR9F\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"200W Charging Station for Multiple Devices, 8-Port USB C Charger Block Fast Charging, 65W Type C GaN Power Adapter for Cellphones, Tablets, Laptops, Multi Chargers USB Hub Flat Plug\", \"asin\": \"B0DDT74R65\", \"price\": \"$34.39\", \"quantity\": \"\"},\n{\"title\": \"Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White\", \"asin\": \"B0DL8CK73P\", \"price\": \"$113.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Charger for MagSafe, AC Island 5-in-1 Portable Travel Charging Station, 15W Max Fast Foldable Magnetic Stand, Evolved for iPhone 16/15/14/13 Series, Apple Watch, AirPods (with 35W Adapter)\", \"asin\": \"B0DHL1RD2Y\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)\", \"asin\": \"B0D5CHVR9F\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE B850M AORUS Elite WIFI6E ICE AMD AM5 LGA 1718 Motherboard, mATX, DDR5, 2X M.2, PCIe 5.0, USB-C, WIFI6E, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DQLJGTRM\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR Vengeance RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - White (CMH32GX5M2B6000C30W)\", \"asin\": \"B0CD7WZRHF\", \"price\": \"$144.99\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master V850 SFX Gold ATX3.0 Full Modular Power Supply, 850W SFX, 80+ Gold, 90-Degree 12VHPWR PCIe 5.0 Connector, SFX-to-ATX Bracket, Silent Fan, 10 Year Warranty (MPY-8501-SFHAGV-3US)\", \"asin\": \"B0CFCZYC2Q\", \"price\": \"$142.99\", \"quantity\": \"\"},\n{\"title\": \"VIVO Single 17 to 32 inch Monitor Height Adjustable Counterbalance Mechanical Arm Desk Stand, Classic, Universal VESA Mount, White, STAND-V001OW\", \"asin\": \"B0D67X2J6Y\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BenQ ScreenBar Pro LED Monitor Light (Silver)/Ultrawide Illumination/Motion Sensor/Adjustable Brightness and Color Temperature/Eye-Care Light Bar/No Screen Glare/Space Saving/Curved Monitors\", \"asin\": \"B0CZ94MB2R\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"JONSBO D32 PRO Micro-ATX PC Case,High Compatibility Mini Desktop Case,A/B Mode for MB, Support MATX Back-Connect/BTF MB,365mm GPU/240AIO/163mm Air Cooler,ATX/SFX-L/SFX PSU, USB3.2 PC Gaming Case,Black\", \"asin\": \"B0DMVS51H3\", \"price\": \"$74.49\", \"quantity\": \"\"},\n{\"title\": \"Easy-Going Sofa Slipcover L Shape Sofa Cover Sectional Couch Cover Chaise Slip Cover Furniture Protector Cover for Pets Kids Children Dog Cat (Large,Brown/Brown)\", \"asin\": \"B07SFLDWPJ\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Design by Ashley Bolanburg Farmhouse Rectangular Two Tone Sofa Table, Antique Cream\", \"asin\": \"B07DKQXH2Y\", \"price\": \"$309.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Design by Ashley Sethlen Contemporary Console Sofa Table with Lower Shelf, Wireless Charging and USB-C Charging Ports, Gray & Black\", \"asin\": \"B0CRZZSBM8\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"GRLEAF 78\\\" Narrow Console Sofa Table with Built-in Power Strip (4 AC Outlets & 4 USB Ports) \\u2013 4.9ft Power Cord, Metal Frame, Easy Assembly, Ideal for Behind Couch, Hallway, and Office |Rustic Brown\", \"asin\": \"B0DQY1Y2VT\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"HOMISSUE Long Console Table for Entryway, 70.9\\\" Industrial Sofa Tables with Wide Storage, Behind Couch Table with 2 Open Shelves, Entryway Tables for Hallway, Living Room, Rustic Brown\", \"asin\": \"B0DSK5JT48\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"RoyalCraft Farmhouse Console Table with Storage, 46\\\" Entryway Table with Sliding Barn Door, Narrow Long Sofa Table, Behind Couch Table for Living Room, Entryway, Foyer, Black\", \"asin\": \"B0F2L8N4B7\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78.8'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown\", \"asin\": \"B0DXQ4R52P\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Wireless Charger 4 in 1 for Apple Charging Station for iPhone 16 Pro Max/15/14 Series, AirPods Pro 2, iPad Stand, Watch Charger for iWatch Series 10/9/8, Wireless Charging Station for Multiple Devices\", \"asin\": \"B0BJ6VHNDY\"},\n{\"title\": \"Dual Wireless Charging Station for Mag-Safe Charger 3 in 1 for iPhone 16/15/14/13/12 Series, Airpods Pro 2, iWatch Series 10/9/8/7, Magnetic Wireless Charger for Multiple Devices Apple\", \"asin\": \"B0DJ6N3Y8G\"},\n{\"title\": \"Charging Station for Apple Multiple Devices, Wireless Charger 3 in 1 for iPhone 16/15/14/13/12 Series, AirPods Pro 2, iPad Stand, Watch Charger for iWatch Series 10/9/8/7, Multi Charger Station\", \"asin\": \"B0D3WZGCFW\"}],\n\"search_results\": [{\"title\": \"Anker Charging Station (100W), 9-in-1 USB C Power Strip with 300J Surge Protection, for iPhone 15 and MacBook, 5 ft Flat Cable and Plug, 4 USB C and 2 USB A Ports, 3 AC Outlets, for Home, Office\", \"asin\": \"B0CSFQQVVT\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagSafe Compatible 2-in-1 Charging Stand, iPhone 16 Wireless Charger, Qi2 Certified 15W Ultra-Fast, Adjustable and Super Strong, for iPhone 16/15/14/13/12 Series, AirPods (No Wall Charger)\", \"asin\": \"B0D8PMRWNF\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Desktop Charger, Fast Charging USB C Charger, 112W Max 6-Port Charging Station, for iPhone, iPad, MacBook, Samsung and More (Cable Not Included)\", \"asin\": \"B0CM6V5GL2\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Wireless Charger iPhone Charging Station: 3 in 1 Charger Stand Multiple Devices for Apple - iPhone 16e 16 15 14 Pro Max 13 12 11 - Watch 10 9 8 7 6 5 4 3 2 SE and Ultra Series - Airpods 4 3 2 Pro\", \"asin\": \"B0C2BMNHW2\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"3 in 1 Charging Station for iPhone, Wireless Charger for iPhone 16e 16 15 14 13 12 11 X Pro Max & Apple Watch - Wireless Charging Station for AirPods 4 3 Pro\", \"asin\": \"B0BFCC18FS\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Charging Station for iPhone 16/15/14/13/12 Series, Travel Charger for Multiple Devices for AirPods 4/3/2/Pro,Wireless Charger Magnetic Charging for Apple Watch S10 Series(Black)\", \"asin\": \"B0CTBBBP1X\", \"price\": \"$20.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker MagSafe-Compatible iPhone 16 Wireless Charging Stand, MagGo 3 in 1 Wireless Charging Station, Qi2 Certified 15W Wireless Charger, Desk Accessory, for iPhone 16/15/14/13/12, Apple Watch, AirPods\", \"asin\": \"B0CFXLVY1V\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagGo 3-in-1 iPhone 16 Charging Station, MagSafe-Compatible Wireless Charger Stand, Qi2 Certified 15W Foldable Charger for iPhone 15/14, AirPods, Apple Watch 9 (40W USB-C Charger Included)\", \"asin\": \"B0CF54FWFL\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Charging Station (100W), 9-in-1 USB C Power Strip with 300J Surge Protection, for iPhone 15 and MacBook, 5 ft Flat Cable and Plug, 4 USB C and 2 USB A Ports, 3 AC Outlets, for Home, Office\", \"asin\": \"B0CSFQQVVT\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Prime Charger, 200W 6-Port GaN Charging Station, USB-C PD Fast Charging Desktop Charger, Compatible with iPhone, Samsung, MacBook, Dell and More\", \"asin\": \"B0CT2NQ7WG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White\", \"asin\": \"B0DL8CK73P\", \"price\": \"$113.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Nano Charging Station(67W Max), 6-in-1 USB C Power Strip for iPhone 15/14 and MacBook, with Flat Plug and 5ft Thin Undetachable Extension Cord,2 AC,2 USB A,2 USB C, for Home&Office(Black Stone)\", \"asin\": \"B0C5QY4BL2\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagSafe Compatible MagGo Charger Stand, iPhone 16 Wireless Charger, 2-in-1 Charging Station, Qi2 Certified 15W Wireless Charger Stand, for iPhone 16/15/14/13/12, AirPods Pro (No Wall Charger)\", \"asin\": \"B0D2XPHFSL\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Fast Charger, 100W GaN 6 Port Type USB C Charging Station Hub Block Cube, USB C Wall Charger Power Strip Adapter Plug for iPad iPhone 16 15 14 13 12 Pro Max Pixel Note Galaxy, 5ft Cord\", \"asin\": \"B0BDLLJBDQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker MagGo iPhone 16 MagSafe-Compatible Wireless Charger Stand, 15W Fast Magnetic Wireless Charging Station, Qi2 Certified 360\\u00b0 Charger, for iPhone 16/15/14/13/12 Series and AirPods (No AC Adapter)\", \"asin\": \"B0D8PN1GBP\", \"price\": \"$33.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2025 Magnetic Wireless Mag-Safe Charger Stand,3 in 1 Charger with Light for iPhone 16 15 14 13 12 Pro Max Plus,Charging Pad for Apple Watch Series & Air pods 4 3 2 Pro(White)\", \"asin\": \"B0CYT26HFJ\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"INIU Wireless Charger, 15W Fast Qi-Certified Wireless Charging Station with Sleep-Friendly Adaptive Light Compatible with iPhone 16 15 14 13 Pro XS 8 Plus Samsung Galaxy S25 S24 S23 Note 20 Google etc\", \"asin\": \"B08LVSFN4X\", \"price\": \"$14.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Charger for iPhone - 5 in 1 Charging Station for Multiple Devices Apple: Fast Wireless Charging Stand Dock for iPhone 16e 16 15 14 13 12 Pro Max Apple Watch Airpods\", \"asin\": \"B0C1H5HNV3\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Charger 200W USB C Charger Block,Upgraded GaN III 8-Port Fast Charging Station Hub,PD 65W Laptop Charging Adapter Compatible with MacBook Pro/Air,DELL,Steam Deck,iPhone 16/15/14,Galaxy S23/22\", \"asin\": \"B0CQYJVJDR\", \"price\": \"$30.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Foldable 3 in 1 Wireless Charging Station for Apple Compatible with Magsafe Charger Stand,Magnetic Wireless Charger Station for iPhone 16 15 14 13 12 Series,Airpods Pro,Apple Watch(Black)\", \"asin\": \"B0DDPCHVMG\", \"price\": \"$39.95\", \"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\": \"2025-04-14T05:10:37.621Z\", // 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
|
2025-04-14T05:10:37.621Z
|
click
|
search
|
rule
|
train
| 1,006 |
2025-04-14T05:10:37.621Z
|
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": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "charger station"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "300W Charging Station for Multiple Devices, 8 Port USB C Charging Station Fast Charge for MacBook iPhone 15 Phone iPad Tablets (6 Mixed Short Cables Included) White", "asin": "B0CJFR29ZY", "price": "$37.98", "quantity": ""},
{"title": "USB C Charging Station for Multiple Devices, 150W 30 Ports USB Charger Block for Ipad Cell Phone, Multiple USB Power Strip for Family Classroom", "asin": "B0DGX3NSNR", "price": "$39.99", "quantity": ""},
{"title": "USB~C Charger Block, 125W(25A) 25 Port (15 USB A & 10 USB~C Port) Multiple Charging Station, Desktop Wall Charger Compatible with iPhone, iPad, Tablets, Smartphones", "asin": "B0D59TXXB4", "price": "$39.99", "quantity": ""},
{"title": "ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)", "asin": "B0D5CHVR9F", "price": "$55.99", "quantity": ""},
{"title": "200W Charging Station for Multiple Devices, 8-Port USB C Charger Block Fast Charging, 65W Type C GaN Power Adapter for Cellphones, Tablets, Laptops, Multi Chargers USB Hub Flat Plug", "asin": "B0DDT74R65", "price": "$34.39", "quantity": ""},
{"title": "Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White", "asin": "B0DL8CK73P", "price": "$113.99", "quantity": ""},
{"title": "Wireless Charger for MagSafe, AC Island 5-in-1 Portable Travel Charging Station, 15W Max Fast Foldable Magnetic Stand, Evolved for iPhone 16/15/14/13 Series, Apple Watch, AirPods (with 35W Adapter)", "asin": "B0DHL1RD2Y", "price": "$59.97", "quantity": ""},
{"title": "ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)", "asin": "B0D5CHVR9F", "price": "$55.99", "quantity": ""},
{"title": "200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black", "asin": "B0D3DCNSS3", "price": "$35.95", "quantity": ""},
{"title": "GIGABYTE B850M AORUS Elite WIFI6E ICE AMD AM5 LGA 1718 Motherboard, mATX, DDR5, 2X M.2, PCIe 5.0, USB-C, WIFI6E, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DQLJGTRM", "price": "$199.99", "quantity": ""},
{"title": "CORSAIR Vengeance RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - White (CMH32GX5M2B6000C30W)", "asin": "B0CD7WZRHF", "price": "$144.99", "quantity": ""},
{"title": "Cooler Master V850 SFX Gold ATX3.0 Full Modular Power Supply, 850W SFX, 80+ Gold, 90-Degree 12VHPWR PCIe 5.0 Connector, SFX-to-ATX Bracket, Silent Fan, 10 Year Warranty (MPY-8501-SFHAGV-3US)", "asin": "B0CFCZYC2Q", "price": "$142.99", "quantity": ""},
{"title": "VIVO Single 17 to 32 inch Monitor Height Adjustable Counterbalance Mechanical Arm Desk Stand, Classic, Universal VESA Mount, White, STAND-V001OW", "asin": "B0D67X2J6Y", "price": "$39.99", "quantity": ""},
{"title": "BenQ ScreenBar Pro LED Monitor Light (Silver)/Ultrawide Illumination/Motion Sensor/Adjustable Brightness and Color Temperature/Eye-Care Light Bar/No Screen Glare/Space Saving/Curved Monitors", "asin": "B0CZ94MB2R", "price": "$139.00", "quantity": ""},
{"title": "JONSBO D32 PRO Micro-ATX PC Case,High Compatibility Mini Desktop Case,A/B Mode for MB, Support MATX Back-Connect/BTF MB,365mm GPU/240AIO/163mm Air Cooler,ATX/SFX-L/SFX PSU, USB3.2 PC Gaming Case,Black", "asin": "B0DMVS51H3", "price": "$74.49", "quantity": ""},
{"title": "Easy-Going Sofa Slipcover L Shape Sofa Cover Sectional Couch Cover Chaise Slip Cover Furniture Protector Cover for Pets Kids Children Dog Cat (Large,Brown/Brown)", "asin": "B07SFLDWPJ", "price": "$69.99", "quantity": ""},
{"title": "Signature Design by Ashley Bolanburg Farmhouse Rectangular Two Tone Sofa Table, Antique Cream", "asin": "B07DKQXH2Y", "price": "$309.99", "quantity": ""},
{"title": "Signature Design by Ashley Sethlen Contemporary Console Sofa Table with Lower Shelf, Wireless Charging and USB-C Charging Ports, Gray & Black", "asin": "B0CRZZSBM8", "price": "$249.99", "quantity": ""},
{"title": "GRLEAF 78\" Narrow Console Sofa Table with Built-in Power Strip (4 AC Outlets & 4 USB Ports) \u2013 4.9ft Power Cord, Metal Frame, Easy Assembly, Ideal for Behind Couch, Hallway, and Office |Rustic Brown", "asin": "B0DQY1Y2VT", "price": "$99.99", "quantity": ""},
{"title": "HOMISSUE Long Console Table for Entryway, 70.9\" Industrial Sofa Tables with Wide Storage, Behind Couch Table with 2 Open Shelves, Entryway Tables for Hallway, Living Room, Rustic Brown", "asin": "B0DSK5JT48", "price": "$139.99", "quantity": ""},
{"title": "RoyalCraft Farmhouse Console Table with Storage, 46\" Entryway Table with Sliding Barn Door, Narrow Long Sofa Table, Behind Couch Table for Living Room, Entryway, Foyer, Black", "asin": "B0F2L8N4B7", "price": "$179.99", "quantity": ""},
{"title": "SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78.8'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown", "asin": "B0DXQ4R52P", "price": "$89.99", "quantity": ""}],
"ads": [{"title": "Wireless Charger 4 in 1 for Apple Charging Station for iPhone 16 Pro Max/15/14 Series, AirPods Pro 2, iPad Stand, Watch Charger for iWatch Series 10/9/8, Wireless Charging Station for Multiple Devices", "asin": "B0BJ6VHNDY"},
{"title": "Dual Wireless Charging Station for Mag-Safe Charger 3 in 1 for iPhone 16/15/14/13/12 Series, Airpods Pro 2, iWatch Series 10/9/8/7, Magnetic Wireless Charger for Multiple Devices Apple", "asin": "B0DJ6N3Y8G"},
{"title": "Charging Station for Apple Multiple Devices, Wireless Charger 3 in 1 for iPhone 16/15/14/13/12 Series, AirPods Pro 2, iPad Stand, Watch Charger for iWatch Series 10/9/8/7, Multi Charger Station", "asin": "B0D3WZGCFW"}],
"search_results": [{"title": "Anker Charging Station (100W), 9-in-1 USB C Power Strip with 300J Surge Protection, for iPhone 15 and MacBook, 5 ft Flat Cable and Plug, 4 USB C and 2 USB A Ports, 3 AC Outlets, for Home, Office", "asin": "B0CSFQQVVT", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black", "asin": "B0D3DCNSS3", "price": "$35.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker MagSafe Compatible 2-in-1 Charging Stand, iPhone 16 Wireless Charger, Qi2 Certified 15W Ultra-Fast, Adjustable and Super Strong, for iPhone 16/15/14/13/12 Series, AirPods (No Wall Charger)", "asin": "B0D8PMRWNF", "price": "$41.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker Desktop Charger, Fast Charging USB C Charger, 112W Max 6-Port Charging Station, for iPhone, iPad, MacBook, Samsung and More (Cable Not Included)", "asin": "B0CM6V5GL2", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Wireless Charger iPhone Charging Station: 3 in 1 Charger Stand Multiple Devices for Apple - iPhone 16e 16 15 14 Pro Max 13 12 11 - Watch 10 9 8 7 6 5 4 3 2 SE and Ultra Series - Airpods 4 3 2 Pro", "asin": "B0C2BMNHW2", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "3 in 1 Charging Station for iPhone, Wireless Charger for iPhone 16e 16 15 14 13 12 11 X Pro Max & Apple Watch - Wireless Charging Station for AirPods 4 3 Pro", "asin": "B0BFCC18FS", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 in 1 Charging Station for iPhone 16/15/14/13/12 Series, Travel Charger for Multiple Devices for AirPods 4/3/2/Pro,Wireless Charger Magnetic Charging for Apple Watch S10 Series(Black)", "asin": "B0CTBBBP1X", "price": "$20.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anker MagSafe-Compatible iPhone 16 Wireless Charging Stand, MagGo 3 in 1 Wireless Charging Station, Qi2 Certified 15W Wireless Charger, Desk Accessory, for iPhone 16/15/14/13/12, Apple Watch, AirPods", "asin": "B0CFXLVY1V", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker MagGo 3-in-1 iPhone 16 Charging Station, MagSafe-Compatible Wireless Charger Stand, Qi2 Certified 15W Foldable Charger for iPhone 15/14, AirPods, Apple Watch 9 (40W USB-C Charger Included)", "asin": "B0CF54FWFL", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker Charging Station (100W), 9-in-1 USB C Power Strip with 300J Surge Protection, for iPhone 15 and MacBook, 5 ft Flat Cable and Plug, 4 USB C and 2 USB A Ports, 3 AC Outlets, for Home, Office", "asin": "B0CSFQQVVT", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker Prime Charger, 200W 6-Port GaN Charging Station, USB-C PD Fast Charging Desktop Charger, Compatible with iPhone, Samsung, MacBook, Dell and More", "asin": "B0CT2NQ7WG", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White", "asin": "B0DL8CK73P", "price": "$113.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker Nano Charging Station(67W Max), 6-in-1 USB C Power Strip for iPhone 15/14 and MacBook, with Flat Plug and 5ft Thin Undetachable Extension Cord,2 AC,2 USB A,2 USB C, for Home&Office(Black Stone)", "asin": "B0C5QY4BL2", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker MagSafe Compatible MagGo Charger Stand, iPhone 16 Wireless Charger, 2-in-1 Charging Station, Qi2 Certified 15W Wireless Charger Stand, for iPhone 16/15/14/13/12, AirPods Pro (No Wall Charger)", "asin": "B0D2XPHFSL", "price": "$43.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB C Fast Charger, 100W GaN 6 Port Type USB C Charging Station Hub Block Cube, USB C Wall Charger Power Strip Adapter Plug for iPad iPhone 16 15 14 13 12 Pro Max Pixel Note Galaxy, 5ft Cord", "asin": "B0BDLLJBDQ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anker MagGo iPhone 16 MagSafe-Compatible Wireless Charger Stand, 15W Fast Magnetic Wireless Charging Station, Qi2 Certified 360\u00b0 Charger, for iPhone 16/15/14/13/12 Series and AirPods (No AC Adapter)", "asin": "B0D8PN1GBP", "price": "$33.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey", "asin": "B0BLTYNJCK", "price": "$18.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2025 Magnetic Wireless Mag-Safe Charger Stand,3 in 1 Charger with Light for iPhone 16 15 14 13 12 Pro Max Plus,Charging Pad for Apple Watch Series & Air pods 4 3 2 Pro(White)", "asin": "B0CYT26HFJ", "price": "$22.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "INIU Wireless Charger, 15W Fast Qi-Certified Wireless Charging Station with Sleep-Friendly Adaptive Light Compatible with iPhone 16 15 14 13 Pro XS 8 Plus Samsung Galaxy S25 S24 S23 Note 20 Google etc", "asin": "B08LVSFN4X", "price": "$14.43", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wireless Charger for iPhone - 5 in 1 Charging Station for Multiple Devices Apple: Fast Wireless Charging Stand Dock for iPhone 16e 16 15 14 13 12 Pro Max Apple Watch Airpods", "asin": "B0C1H5HNV3", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB C Charger 200W USB C Charger Block,Upgraded GaN III 8-Port Fast Charging Station Hub,PD 65W Laptop Charging Adapter Compatible with MacBook Pro/Air,DELL,Steam Deck,iPhone 16/15/14,Galaxy S23/22", "asin": "B0CQYJVJDR", "price": "$30.54", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Foldable 3 in 1 Wireless Charging Station for Apple Compatible with Magsafe Charger Stand,Magnetic Wireless Charger Station for iPhone 16 15 14 13 12 Series,Airpods Pro,Apple Watch(Black)", "asin": "B0DDPCHVMG", "price": "$39.95", "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": "2025-04-14T05:10:37.621Z", // 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\": \"2025-04-14T05:10:37.621Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:10:37.621Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1006,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"charger station\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"300W Charging Station for Multiple Devices, 8 Port USB C Charging Station Fast Charge for MacBook iPhone 15 Phone iPad Tablets (6 Mixed Short Cables Included) White\", \"asin\": \"B0CJFR29ZY\", \"price\": \"$37.98\", \"quantity\": \"\"},\n{\"title\": \"USB C Charging Station for Multiple Devices, 150W 30 Ports USB Charger Block for Ipad Cell Phone, Multiple USB Power Strip for Family Classroom\", \"asin\": \"B0DGX3NSNR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"USB~C Charger Block, 125W(25A) 25 Port (15 USB A & 10 USB~C Port) Multiple Charging Station, Desktop Wall Charger Compatible with iPhone, iPad, Tablets, Smartphones\", \"asin\": \"B0D59TXXB4\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)\", \"asin\": \"B0D5CHVR9F\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"200W Charging Station for Multiple Devices, 8-Port USB C Charger Block Fast Charging, 65W Type C GaN Power Adapter for Cellphones, Tablets, Laptops, Multi Chargers USB Hub Flat Plug\", \"asin\": \"B0DDT74R65\", \"price\": \"$34.39\", \"quantity\": \"\"},\n{\"title\": \"Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White\", \"asin\": \"B0DL8CK73P\", \"price\": \"$113.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Charger for MagSafe, AC Island 5-in-1 Portable Travel Charging Station, 15W Max Fast Foldable Magnetic Stand, Evolved for iPhone 16/15/14/13 Series, Apple Watch, AirPods (with 35W Adapter)\", \"asin\": \"B0DHL1RD2Y\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)\", \"asin\": \"B0D5CHVR9F\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE B850M AORUS Elite WIFI6E ICE AMD AM5 LGA 1718 Motherboard, mATX, DDR5, 2X M.2, PCIe 5.0, USB-C, WIFI6E, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DQLJGTRM\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR Vengeance RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - White (CMH32GX5M2B6000C30W)\", \"asin\": \"B0CD7WZRHF\", \"price\": \"$144.99\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master V850 SFX Gold ATX3.0 Full Modular Power Supply, 850W SFX, 80+ Gold, 90-Degree 12VHPWR PCIe 5.0 Connector, SFX-to-ATX Bracket, Silent Fan, 10 Year Warranty (MPY-8501-SFHAGV-3US)\", \"asin\": \"B0CFCZYC2Q\", \"price\": \"$142.99\", \"quantity\": \"\"},\n{\"title\": \"VIVO Single 17 to 32 inch Monitor Height Adjustable Counterbalance Mechanical Arm Desk Stand, Classic, Universal VESA Mount, White, STAND-V001OW\", \"asin\": \"B0D67X2J6Y\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"BenQ ScreenBar Pro LED Monitor Light (Silver)/Ultrawide Illumination/Motion Sensor/Adjustable Brightness and Color Temperature/Eye-Care Light Bar/No Screen Glare/Space Saving/Curved Monitors\", \"asin\": \"B0CZ94MB2R\", \"price\": \"$139.00\", \"quantity\": \"\"},\n{\"title\": \"JONSBO D32 PRO Micro-ATX PC Case,High Compatibility Mini Desktop Case,A/B Mode for MB, Support MATX Back-Connect/BTF MB,365mm GPU/240AIO/163mm Air Cooler,ATX/SFX-L/SFX PSU, USB3.2 PC Gaming Case,Black\", \"asin\": \"B0DMVS51H3\", \"price\": \"$74.49\", \"quantity\": \"\"},\n{\"title\": \"Easy-Going Sofa Slipcover L Shape Sofa Cover Sectional Couch Cover Chaise Slip Cover Furniture Protector Cover for Pets Kids Children Dog Cat (Large,Brown/Brown)\", \"asin\": \"B07SFLDWPJ\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Design by Ashley Bolanburg Farmhouse Rectangular Two Tone Sofa Table, Antique Cream\", \"asin\": \"B07DKQXH2Y\", \"price\": \"$309.99\", \"quantity\": \"\"},\n{\"title\": \"Signature Design by Ashley Sethlen Contemporary Console Sofa Table with Lower Shelf, Wireless Charging and USB-C Charging Ports, Gray & Black\", \"asin\": \"B0CRZZSBM8\", \"price\": \"$249.99\", \"quantity\": \"\"},\n{\"title\": \"GRLEAF 78\\\" Narrow Console Sofa Table with Built-in Power Strip (4 AC Outlets & 4 USB Ports) \\u2013 4.9ft Power Cord, Metal Frame, Easy Assembly, Ideal for Behind Couch, Hallway, and Office |Rustic Brown\", \"asin\": \"B0DQY1Y2VT\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"HOMISSUE Long Console Table for Entryway, 70.9\\\" Industrial Sofa Tables with Wide Storage, Behind Couch Table with 2 Open Shelves, Entryway Tables for Hallway, Living Room, Rustic Brown\", \"asin\": \"B0DSK5JT48\", \"price\": \"$139.99\", \"quantity\": \"\"},\n{\"title\": \"RoyalCraft Farmhouse Console Table with Storage, 46\\\" Entryway Table with Sliding Barn Door, Narrow Long Sofa Table, Behind Couch Table for Living Room, Entryway, Foyer, Black\", \"asin\": \"B0F2L8N4B7\", \"price\": \"$179.99\", \"quantity\": \"\"},\n{\"title\": \"SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78.8'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown\", \"asin\": \"B0DXQ4R52P\", \"price\": \"$89.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Wireless Charger 4 in 1 for Apple Charging Station for iPhone 16 Pro Max/15/14 Series, AirPods Pro 2, iPad Stand, Watch Charger for iWatch Series 10/9/8, Wireless Charging Station for Multiple Devices\", \"asin\": \"B0BJ6VHNDY\"},\n{\"title\": \"Dual Wireless Charging Station for Mag-Safe Charger 3 in 1 for iPhone 16/15/14/13/12 Series, Airpods Pro 2, iWatch Series 10/9/8/7, Magnetic Wireless Charger for Multiple Devices Apple\", \"asin\": \"B0DJ6N3Y8G\"},\n{\"title\": \"Charging Station for Apple Multiple Devices, Wireless Charger 3 in 1 for iPhone 16/15/14/13/12 Series, AirPods Pro 2, iPad Stand, Watch Charger for iWatch Series 10/9/8/7, Multi Charger Station\", \"asin\": \"B0D3WZGCFW\"}],\n\"search_results\": [{\"title\": \"Anker Charging Station (100W), 9-in-1 USB C Power Strip with 300J Surge Protection, for iPhone 15 and MacBook, 5 ft Flat Cable and Plug, 4 USB C and 2 USB A Ports, 3 AC Outlets, for Home, Office\", \"asin\": \"B0CSFQQVVT\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagSafe Compatible 2-in-1 Charging Stand, iPhone 16 Wireless Charger, Qi2 Certified 15W Ultra-Fast, Adjustable and Super Strong, for iPhone 16/15/14/13/12 Series, AirPods (No Wall Charger)\", \"asin\": \"B0D8PMRWNF\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Desktop Charger, Fast Charging USB C Charger, 112W Max 6-Port Charging Station, for iPhone, iPad, MacBook, Samsung and More (Cable Not Included)\", \"asin\": \"B0CM6V5GL2\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Wireless Charger iPhone Charging Station: 3 in 1 Charger Stand Multiple Devices for Apple - iPhone 16e 16 15 14 Pro Max 13 12 11 - Watch 10 9 8 7 6 5 4 3 2 SE and Ultra Series - Airpods 4 3 2 Pro\", \"asin\": \"B0C2BMNHW2\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"3 in 1 Charging Station for iPhone, Wireless Charger for iPhone 16e 16 15 14 13 12 11 X Pro Max & Apple Watch - Wireless Charging Station for AirPods 4 3 Pro\", \"asin\": \"B0BFCC18FS\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Charging Station for iPhone 16/15/14/13/12 Series, Travel Charger for Multiple Devices for AirPods 4/3/2/Pro,Wireless Charger Magnetic Charging for Apple Watch S10 Series(Black)\", \"asin\": \"B0CTBBBP1X\", \"price\": \"$20.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker MagSafe-Compatible iPhone 16 Wireless Charging Stand, MagGo 3 in 1 Wireless Charging Station, Qi2 Certified 15W Wireless Charger, Desk Accessory, for iPhone 16/15/14/13/12, Apple Watch, AirPods\", \"asin\": \"B0CFXLVY1V\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagGo 3-in-1 iPhone 16 Charging Station, MagSafe-Compatible Wireless Charger Stand, Qi2 Certified 15W Foldable Charger for iPhone 15/14, AirPods, Apple Watch 9 (40W USB-C Charger Included)\", \"asin\": \"B0CF54FWFL\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Charging Station (100W), 9-in-1 USB C Power Strip with 300J Surge Protection, for iPhone 15 and MacBook, 5 ft Flat Cable and Plug, 4 USB C and 2 USB A Ports, 3 AC Outlets, for Home, Office\", \"asin\": \"B0CSFQQVVT\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Prime Charger, 200W 6-Port GaN Charging Station, USB-C PD Fast Charging Desktop Charger, Compatible with iPhone, Samsung, MacBook, Dell and More\", \"asin\": \"B0CT2NQ7WG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White\", \"asin\": \"B0DL8CK73P\", \"price\": \"$113.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Nano Charging Station(67W Max), 6-in-1 USB C Power Strip for iPhone 15/14 and MacBook, with Flat Plug and 5ft Thin Undetachable Extension Cord,2 AC,2 USB A,2 USB C, for Home&Office(Black Stone)\", \"asin\": \"B0C5QY4BL2\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagSafe Compatible MagGo Charger Stand, iPhone 16 Wireless Charger, 2-in-1 Charging Station, Qi2 Certified 15W Wireless Charger Stand, for iPhone 16/15/14/13/12, AirPods Pro (No Wall Charger)\", \"asin\": \"B0D2XPHFSL\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Fast Charger, 100W GaN 6 Port Type USB C Charging Station Hub Block Cube, USB C Wall Charger Power Strip Adapter Plug for iPad iPhone 16 15 14 13 12 Pro Max Pixel Note Galaxy, 5ft Cord\", \"asin\": \"B0BDLLJBDQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker MagGo iPhone 16 MagSafe-Compatible Wireless Charger Stand, 15W Fast Magnetic Wireless Charging Station, Qi2 Certified 360\\u00b0 Charger, for iPhone 16/15/14/13/12 Series and AirPods (No AC Adapter)\", \"asin\": \"B0D8PN1GBP\", \"price\": \"$33.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2025 Magnetic Wireless Mag-Safe Charger Stand,3 in 1 Charger with Light for iPhone 16 15 14 13 12 Pro Max Plus,Charging Pad for Apple Watch Series & Air pods 4 3 2 Pro(White)\", \"asin\": \"B0CYT26HFJ\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"INIU Wireless Charger, 15W Fast Qi-Certified Wireless Charging Station with Sleep-Friendly Adaptive Light Compatible with iPhone 16 15 14 13 Pro XS 8 Plus Samsung Galaxy S25 S24 S23 Note 20 Google etc\", \"asin\": \"B08LVSFN4X\", \"price\": \"$14.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Charger for iPhone - 5 in 1 Charging Station for Multiple Devices Apple: Fast Wireless Charging Stand Dock for iPhone 16e 16 15 14 13 12 Pro Max Apple Watch Airpods\", \"asin\": \"B0C1H5HNV3\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Charger 200W USB C Charger Block,Upgraded GaN III 8-Port Fast Charging Station Hub,PD 65W Laptop Charging Adapter Compatible with MacBook Pro/Air,DELL,Steam Deck,iPhone 16/15/14,Galaxy S23/22\", \"asin\": \"B0CQYJVJDR\", \"price\": \"$30.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Foldable 3 in 1 Wireless Charging Station for Apple Compatible with Magsafe Charger Stand,Magnetic Wireless Charger Station for iPhone 16 15 14 13 12 Series,Airpods Pro,Apple Watch(Black)\", \"asin\": \"B0DDPCHVMG\", \"price\": \"$39.95\", \"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\": \"2025-04-14T05:10:37.621Z\", // 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\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"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\": \"charger block\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"300W Charging Station for Multiple Devices, 8 Port USB C Charging Station Fast Charge for MacBook iPhone 15 Phone iPad Tablets (6 Mixed Short Cables Included) White\", \"asin\": \"B0CJFR29ZY\", \"price\": \"$37.98\", \"quantity\": \"\"},\n{\"title\": \"USB C Charging Station for Multiple Devices, 150W 30 Ports USB Charger Block for Ipad Cell Phone, Multiple USB Power Strip for Family Classroom\", \"asin\": \"B0DGX3NSNR\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"USB~C Charger Block, 125W(25A) 25 Port (15 USB A & 10 USB~C Port) Multiple Charging Station, Desktop Wall Charger Compatible with iPhone, iPad, Tablets, Smartphones\", \"asin\": \"B0D59TXXB4\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)\", \"asin\": \"B0D5CHVR9F\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"200W Charging Station for Multiple Devices, 8-Port USB C Charger Block Fast Charging, 65W Type C GaN Power Adapter for Cellphones, Tablets, Laptops, Multi Chargers USB Hub Flat Plug\", \"asin\": \"B0DDT74R65\", \"price\": \"$34.39\", \"quantity\": \"\"},\n{\"title\": \"Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White\", \"asin\": \"B0DL8CK73P\", \"price\": \"$113.99\", \"quantity\": \"\"},\n{\"title\": \"Wireless Charger for MagSafe, AC Island 5-in-1 Portable Travel Charging Station, 15W Max Fast Foldable Magnetic Stand, Evolved for iPhone 16/15/14/13 Series, Apple Watch, AirPods (with 35W Adapter)\", \"asin\": \"B0DHL1RD2Y\", \"price\": \"$59.97\", \"quantity\": \"\"},\n{\"title\": \"ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)\", \"asin\": \"B0D5CHVR9F\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"quantity\": \"\"},\n{\"title\": \"GIGABYTE B850M AORUS Elite WIFI6E ICE AMD AM5 LGA 1718 Motherboard, mATX, DDR5, 2X M.2, PCIe 5.0, USB-C, WIFI6E, 2.5GbE LAN, EZ-Latch, 5-Year Warranty\", \"asin\": \"B0DQLJGTRM\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR Vengeance RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - 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10 PM\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagSafe Compatible 2-in-1 Charging Stand, iPhone 16 Wireless Charger, Qi2 Certified 15W Ultra-Fast, Adjustable and Super Strong, for iPhone 16/15/14/13/12 Series, AirPods (No Wall Charger)\", \"asin\": \"B0D8PMRWNF\", \"price\": \"$41.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Desktop Charger, Fast Charging USB C Charger, 112W Max 6-Port Charging Station, for iPhone, iPad, MacBook, Samsung and More (Cable Not Included)\", \"asin\": \"B0CM6V5GL2\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Wireless Charger iPhone Charging Station: 3 in 1 Charger Stand Multiple Devices for Apple - iPhone 16e 16 15 14 Pro Max 13 12 11 - Watch 10 9 8 7 6 5 4 3 2 SE and Ultra Series - Airpods 4 3 2 Pro\", \"asin\": \"B0C2BMNHW2\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"3 in 1 Charging Station for iPhone, Wireless Charger for iPhone 16e 16 15 14 13 12 11 X Pro Max & Apple Watch - Wireless Charging Station for AirPods 4 3 Pro\", \"asin\": \"B0BFCC18FS\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 in 1 Charging Station for iPhone 16/15/14/13/12 Series, Travel Charger for Multiple Devices for AirPods 4/3/2/Pro,Wireless Charger Magnetic Charging for Apple Watch S10 Series(Black)\", \"asin\": \"B0CTBBBP1X\", \"price\": \"$20.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker MagSafe-Compatible iPhone 16 Wireless Charging Stand, MagGo 3 in 1 Wireless Charging Station, Qi2 Certified 15W Wireless Charger, Desk Accessory, for iPhone 16/15/14/13/12, Apple Watch, AirPods\", \"asin\": \"B0CFXLVY1V\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagGo 3-in-1 iPhone 16 Charging Station, MagSafe-Compatible Wireless Charger Stand, Qi2 Certified 15W Foldable Charger for iPhone 15/14, AirPods, Apple Watch 9 (40W USB-C Charger Included)\", \"asin\": \"B0CF54FWFL\", \"price\": \"$89.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Charging Station (100W), 9-in-1 USB C Power Strip with 300J Surge Protection, for iPhone 15 and MacBook, 5 ft Flat Cable and Plug, 4 USB C and 2 USB A Ports, 3 AC Outlets, for Home, Office\", \"asin\": \"B0CSFQQVVT\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Prime Charger, 200W 6-Port GaN Charging Station, USB-C PD Fast Charging Desktop Charger, Compatible with iPhone, Samsung, MacBook, Dell and More\", \"asin\": \"B0CT2NQ7WG\", \"price\": \"$69.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White\", \"asin\": \"B0DL8CK73P\", \"price\": \"$113.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Nano Charging Station(67W Max), 6-in-1 USB C Power Strip for iPhone 15/14 and MacBook, with Flat Plug and 5ft Thin Undetachable Extension Cord,2 AC,2 USB A,2 USB C, for Home&Office(Black Stone)\", \"asin\": \"B0C5QY4BL2\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagSafe Compatible MagGo Charger Stand, iPhone 16 Wireless Charger, 2-in-1 Charging Station, Qi2 Certified 15W Wireless Charger Stand, for iPhone 16/15/14/13/12, AirPods Pro (No Wall Charger)\", \"asin\": \"B0D2XPHFSL\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Fast Charger, 100W GaN 6 Port Type USB C Charging Station Hub Block Cube, USB C Wall Charger Power Strip Adapter Plug for iPad iPhone 16 15 14 13 12 Pro Max Pixel Note Galaxy, 5ft Cord\", \"asin\": \"B0BDLLJBDQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker MagGo iPhone 16 MagSafe-Compatible Wireless Charger Stand, 15W Fast Magnetic Wireless Charging Station, Qi2 Certified 360\\u00b0 Charger, for iPhone 16/15/14/13/12 Series and AirPods (No AC Adapter)\", \"asin\": \"B0D8PN1GBP\", \"price\": \"$33.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2025 Magnetic Wireless Mag-Safe Charger Stand,3 in 1 Charger with Light for iPhone 16 15 14 13 12 Pro Max Plus,Charging Pad for Apple Watch Series & Air pods 4 3 2 Pro(White)\", \"asin\": \"B0CYT26HFJ\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"INIU Wireless Charger, 15W Fast Qi-Certified Wireless Charging Station with Sleep-Friendly Adaptive Light Compatible with iPhone 16 15 14 13 Pro XS 8 Plus Samsung Galaxy S25 S24 S23 Note 20 Google etc\", \"asin\": \"B08LVSFN4X\", \"price\": \"$14.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Charger for iPhone - 5 in 1 Charging Station for Multiple Devices Apple: Fast Wireless Charging Stand Dock for iPhone 16e 16 15 14 13 12 Pro Max Apple Watch Airpods\", \"asin\": \"B0C1H5HNV3\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Charger 200W USB C Charger Block,Upgraded GaN III 8-Port Fast Charging Station Hub,PD 65W Laptop Charging Adapter Compatible with MacBook Pro/Air,DELL,Steam Deck,iPhone 16/15/14,Galaxy S23/22\", \"asin\": \"B0CQYJVJDR\", \"price\": \"$30.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Foldable 3 in 1 Wireless Charging Station for Apple Compatible with Magsafe Charger Stand,Magnetic Wireless Charger Station for iPhone 16 15 14 13 12 Series,Airpods Pro,Apple Watch(Black)\", \"asin\": \"B0DDPCHVMG\", \"price\": \"$39.95\", \"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\": \"2025-04-14T05:10:47.506Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:10:47.506Z
|
click
|
search
|
rule
|
train
| 1,007 |
2025-04-14T05:10:47.506Z
|
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": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "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": "charger block"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "300W Charging Station for Multiple Devices, 8 Port USB C Charging Station Fast Charge for MacBook iPhone 15 Phone iPad Tablets (6 Mixed Short Cables Included) White", "asin": "B0CJFR29ZY", "price": "$37.98", "quantity": ""},
{"title": "USB C Charging Station for Multiple Devices, 150W 30 Ports USB Charger Block for Ipad Cell Phone, Multiple USB Power Strip for Family Classroom", "asin": "B0DGX3NSNR", "price": "$39.99", "quantity": ""},
{"title": "USB~C Charger Block, 125W(25A) 25 Port (15 USB A & 10 USB~C Port) Multiple Charging Station, Desktop Wall Charger Compatible with iPhone, iPad, Tablets, Smartphones", "asin": "B0D59TXXB4", "price": "$39.99", "quantity": ""},
{"title": "ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)", "asin": "B0D5CHVR9F", "price": "$55.99", "quantity": ""},
{"title": "200W Charging Station for Multiple Devices, 8-Port USB C Charger Block Fast Charging, 65W Type C GaN Power Adapter for Cellphones, Tablets, Laptops, Multi Chargers USB Hub Flat Plug", "asin": "B0DDT74R65", "price": "$34.39", "quantity": ""},
{"title": "Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White", "asin": "B0DL8CK73P", "price": "$113.99", "quantity": ""},
{"title": "Wireless Charger for MagSafe, AC Island 5-in-1 Portable Travel Charging Station, 15W Max Fast Foldable Magnetic Stand, Evolved for iPhone 16/15/14/13 Series, Apple Watch, AirPods (with 35W Adapter)", "asin": "B0DHL1RD2Y", "price": "$59.97", "quantity": ""},
{"title": "ZEEHOO 3 in 1 Charging Station for Apple, iPhone Mag-Safe Charger, Qi2 Certified, Rotating Wireless Charger Stand for iPhone 16,15,14,13,12 Series, Apple Watch, AirPods (USB-C Charger Included)", "asin": "B0D5CHVR9F", "price": "$55.99", "quantity": ""},
{"title": "200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black", "asin": "B0D3DCNSS3", "price": "$35.95", "quantity": ""},
{"title": "GIGABYTE B850M AORUS Elite WIFI6E ICE AMD AM5 LGA 1718 Motherboard, mATX, DDR5, 2X M.2, PCIe 5.0, USB-C, WIFI6E, 2.5GbE LAN, EZ-Latch, 5-Year Warranty", "asin": "B0DQLJGTRM", "price": "$199.99", "quantity": ""},
{"title": "CORSAIR Vengeance RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - White (CMH32GX5M2B6000C30W)", "asin": "B0CD7WZRHF", "price": "$144.99", "quantity": ""},
{"title": "Cooler Master V850 SFX Gold ATX3.0 Full Modular Power Supply, 850W SFX, 80+ Gold, 90-Degree 12VHPWR PCIe 5.0 Connector, SFX-to-ATX Bracket, Silent Fan, 10 Year Warranty (MPY-8501-SFHAGV-3US)", "asin": "B0CFCZYC2Q", "price": "$142.99", "quantity": ""},
{"title": "VIVO Single 17 to 32 inch Monitor Height Adjustable Counterbalance Mechanical Arm Desk Stand, Classic, Universal VESA Mount, White, STAND-V001OW", "asin": "B0D67X2J6Y", "price": "$39.99", "quantity": ""},
{"title": "BenQ ScreenBar Pro LED Monitor Light (Silver)/Ultrawide Illumination/Motion Sensor/Adjustable Brightness and Color Temperature/Eye-Care Light Bar/No Screen Glare/Space Saving/Curved Monitors", "asin": "B0CZ94MB2R", "price": "$139.00", "quantity": ""},
{"title": "JONSBO D32 PRO Micro-ATX PC Case,High Compatibility Mini Desktop Case,A/B Mode for MB, Support MATX Back-Connect/BTF MB,365mm GPU/240AIO/163mm Air Cooler,ATX/SFX-L/SFX PSU, USB3.2 PC Gaming Case,Black", "asin": "B0DMVS51H3", "price": "$74.49", "quantity": ""},
{"title": "Easy-Going Sofa Slipcover L Shape Sofa Cover Sectional Couch Cover Chaise Slip Cover Furniture Protector Cover for Pets Kids Children Dog Cat (Large,Brown/Brown)", "asin": "B07SFLDWPJ", "price": "$69.99", "quantity": ""},
{"title": "Signature Design by Ashley Bolanburg Farmhouse Rectangular Two Tone Sofa Table, Antique Cream", "asin": "B07DKQXH2Y", "price": "$309.99", "quantity": ""},
{"title": "Signature Design by Ashley Sethlen Contemporary Console Sofa Table with Lower Shelf, Wireless Charging and USB-C Charging Ports, Gray & Black", "asin": "B0CRZZSBM8", "price": "$249.99", "quantity": ""},
{"title": "GRLEAF 78\" Narrow Console Sofa Table with Built-in Power Strip (4 AC Outlets & 4 USB Ports) \u2013 4.9ft Power Cord, Metal Frame, Easy Assembly, Ideal for Behind Couch, Hallway, and Office |Rustic Brown", "asin": "B0DQY1Y2VT", "price": "$99.99", "quantity": ""},
{"title": "HOMISSUE Long Console Table for Entryway, 70.9\" Industrial Sofa Tables with Wide Storage, Behind Couch Table with 2 Open Shelves, Entryway Tables for Hallway, Living Room, Rustic Brown", "asin": "B0DSK5JT48", "price": "$139.99", "quantity": ""},
{"title": "RoyalCraft Farmhouse Console Table with Storage, 46\" Entryway Table with Sliding Barn Door, Narrow Long Sofa Table, Behind Couch Table for Living Room, Entryway, Foyer, Black", "asin": "B0F2L8N4B7", "price": "$179.99", "quantity": ""},
{"title": "SUPERJARE 5.9 Inch Narrow Console Table with Outlet, Sofa Table Set of 2, Total Length 78.8'', Behind Couch Table, Long Entryway Tables with Charging Station, for Living Room, Rusitc Brown", "asin": "B0DXQ4R52P", "price": "$89.99", "quantity": ""}],
"ads": [{"title": "Wireless Charger 4 in 1 for Apple Charging Station for iPhone 16 Pro Max/15/14 Series, AirPods Pro 2, iPad Stand, Watch Charger for iWatch Series 10/9/8, Wireless Charging Station for Multiple Devices", "asin": "B0BJ6VHNDY"},
{"title": "Dual Wireless Charging Station for Mag-Safe Charger 3 in 1 for iPhone 16/15/14/13/12 Series, Airpods Pro 2, iWatch Series 10/9/8/7, Magnetic Wireless Charger for Multiple Devices Apple", "asin": "B0DJ6N3Y8G"},
{"title": "Charging Station for Apple Multiple Devices, Wireless Charger 3 in 1 for iPhone 16/15/14/13/12 Series, AirPods Pro 2, iPad Stand, Watch Charger for iWatch Series 10/9/8/7, Multi Charger Station", "asin": "B0D3WZGCFW"}],
"search_results": [{"title": "Anker Charging Station (100W), 9-in-1 USB C Power Strip with 300J Surge Protection, for iPhone 15 and MacBook, 5 ft Flat Cable and Plug, 4 USB C and 2 USB A Ports, 3 AC Outlets, for Home, Office", "asin": "B0CSFQQVVT", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black", "asin": "B0D3DCNSS3", "price": "$35.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker MagSafe Compatible 2-in-1 Charging Stand, iPhone 16 Wireless Charger, Qi2 Certified 15W Ultra-Fast, Adjustable and Super Strong, for iPhone 16/15/14/13/12 Series, AirPods (No Wall Charger)", "asin": "B0D8PMRWNF", "price": "$41.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker Desktop Charger, Fast Charging USB C Charger, 112W Max 6-Port Charging Station, for iPhone, iPad, MacBook, Samsung and More (Cable Not Included)", "asin": "B0CM6V5GL2", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Wireless Charger iPhone Charging Station: 3 in 1 Charger Stand Multiple Devices for Apple - iPhone 16e 16 15 14 Pro Max 13 12 11 - Watch 10 9 8 7 6 5 4 3 2 SE and Ultra Series - Airpods 4 3 2 Pro", "asin": "B0C2BMNHW2", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "3 in 1 Charging Station for iPhone, Wireless Charger for iPhone 16e 16 15 14 13 12 11 X Pro Max & Apple Watch - Wireless Charging Station for AirPods 4 3 Pro", "asin": "B0BFCC18FS", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 in 1 Charging Station for iPhone 16/15/14/13/12 Series, Travel Charger for Multiple Devices for AirPods 4/3/2/Pro,Wireless Charger Magnetic Charging for Apple Watch S10 Series(Black)", "asin": "B0CTBBBP1X", "price": "$20.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anker MagSafe-Compatible iPhone 16 Wireless Charging Stand, MagGo 3 in 1 Wireless Charging Station, Qi2 Certified 15W Wireless Charger, Desk Accessory, for iPhone 16/15/14/13/12, Apple Watch, AirPods", "asin": "B0CFXLVY1V", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker MagGo 3-in-1 iPhone 16 Charging Station, MagSafe-Compatible Wireless Charger Stand, Qi2 Certified 15W Foldable Charger for iPhone 15/14, AirPods, Apple Watch 9 (40W USB-C Charger Included)", "asin": "B0CF54FWFL", "price": "$89.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker Charging Station (100W), 9-in-1 USB C Power Strip with 300J Surge Protection, for iPhone 15 and MacBook, 5 ft Flat Cable and Plug, 4 USB C and 2 USB A Ports, 3 AC Outlets, for Home, Office", "asin": "B0CSFQQVVT", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker Prime Charger, 200W 6-Port GaN Charging Station, USB-C PD Fast Charging Desktop Charger, Compatible with iPhone, Samsung, MacBook, Dell and More", "asin": "B0CT2NQ7WG", "price": "$69.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Belkin MagSafe-Compatible Charger, 3-in-1 Wireless Charging Station, Qi2-Certified 15W Wireless Charger for Apple iPhone 16 Series, Apple Watch, AirPods w/Non-Slip Base, 40W Charger Included - White", "asin": "B0DL8CK73P", "price": "$113.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker Nano Charging Station(67W Max), 6-in-1 USB C Power Strip for iPhone 15/14 and MacBook, with Flat Plug and 5ft Thin Undetachable Extension Cord,2 AC,2 USB A,2 USB C, for Home&Office(Black Stone)", "asin": "B0C5QY4BL2", "price": "$49.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker MagSafe Compatible MagGo Charger Stand, iPhone 16 Wireless Charger, 2-in-1 Charging Station, Qi2 Certified 15W Wireless Charger Stand, for iPhone 16/15/14/13/12, AirPods Pro (No Wall Charger)", "asin": "B0D2XPHFSL", "price": "$43.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB C Fast Charger, 100W GaN 6 Port Type USB C Charging Station Hub Block Cube, USB C Wall Charger Power Strip Adapter Plug for iPad iPhone 16 15 14 13 12 Pro Max Pixel Note Galaxy, 5ft Cord", "asin": "B0BDLLJBDQ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anker MagGo iPhone 16 MagSafe-Compatible Wireless Charger Stand, 15W Fast Magnetic Wireless Charging Station, Qi2 Certified 360\u00b0 Charger, for iPhone 16/15/14/13/12 Series and AirPods (No AC Adapter)", "asin": "B0D8PN1GBP", "price": "$33.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey", "asin": "B0BLTYNJCK", "price": "$18.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2025 Magnetic Wireless Mag-Safe Charger Stand,3 in 1 Charger with Light for iPhone 16 15 14 13 12 Pro Max Plus,Charging Pad for Apple Watch Series & Air pods 4 3 2 Pro(White)", "asin": "B0CYT26HFJ", "price": "$22.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "INIU Wireless Charger, 15W Fast Qi-Certified Wireless Charging Station with Sleep-Friendly Adaptive Light Compatible with iPhone 16 15 14 13 Pro XS 8 Plus Samsung Galaxy S25 S24 S23 Note 20 Google etc", "asin": "B08LVSFN4X", "price": "$14.43", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wireless Charger for iPhone - 5 in 1 Charging Station for Multiple Devices Apple: Fast Wireless Charging Stand Dock for iPhone 16e 16 15 14 13 12 Pro Max Apple Watch Airpods", "asin": "B0C1H5HNV3", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB C Charger 200W USB C Charger Block,Upgraded GaN III 8-Port Fast Charging Station Hub,PD 65W Laptop Charging Adapter Compatible with MacBook Pro/Air,DELL,Steam Deck,iPhone 16/15/14,Galaxy S23/22", "asin": "B0CQYJVJDR", "price": "$30.54", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Foldable 3 in 1 Wireless Charging Station for Apple Compatible with Magsafe Charger Stand,Magnetic Wireless Charger Station for iPhone 16 15 14 13 12 Series,Airpods Pro,Apple Watch(Black)", "asin": "B0DDPCHVMG", "price": "$39.95", "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": "2025-04-14T05:10:47.506Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:10:47.506Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:10:47.506Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1007,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": 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White\", \"asin\": \"B0DL8CK73P\", \"price\": \"$113.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Nano Charging Station(67W Max), 6-in-1 USB C Power Strip for iPhone 15/14 and MacBook, with Flat Plug and 5ft Thin Undetachable Extension Cord,2 AC,2 USB A,2 USB C, for Home&Office(Black Stone)\", \"asin\": \"B0C5QY4BL2\", \"price\": \"$49.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker MagSafe Compatible MagGo Charger Stand, iPhone 16 Wireless Charger, 2-in-1 Charging Station, Qi2 Certified 15W Wireless Charger Stand, for iPhone 16/15/14/13/12, AirPods Pro (No Wall Charger)\", \"asin\": \"B0D2XPHFSL\", \"price\": \"$43.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Fast Charger, 100W GaN 6 Port Type USB C Charging Station Hub Block Cube, USB C Wall Charger Power Strip Adapter Plug for iPad iPhone 16 15 14 13 12 Pro Max Pixel Note Galaxy, 5ft Cord\", \"asin\": \"B0BDLLJBDQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker MagGo iPhone 16 MagSafe-Compatible Wireless Charger Stand, 15W Fast Magnetic Wireless Charging Station, Qi2 Certified 360\\u00b0 Charger, for iPhone 16/15/14/13/12 Series and AirPods (No AC Adapter)\", \"asin\": \"B0D8PN1GBP\", \"price\": \"$33.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2025 Magnetic Wireless Mag-Safe Charger Stand,3 in 1 Charger with Light for iPhone 16 15 14 13 12 Pro Max Plus,Charging Pad for Apple Watch Series & Air pods 4 3 2 Pro(White)\", \"asin\": \"B0CYT26HFJ\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"INIU Wireless Charger, 15W Fast Qi-Certified Wireless Charging Station with Sleep-Friendly Adaptive Light Compatible with iPhone 16 15 14 13 Pro XS 8 Plus Samsung Galaxy S25 S24 S23 Note 20 Google etc\", \"asin\": \"B08LVSFN4X\", \"price\": \"$14.43\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wireless Charger for iPhone - 5 in 1 Charging Station for Multiple Devices Apple: Fast Wireless Charging Stand Dock for iPhone 16e 16 15 14 13 12 Pro Max Apple Watch Airpods\", \"asin\": \"B0C1H5HNV3\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Charger 200W USB C Charger Block,Upgraded GaN III 8-Port Fast Charging Station Hub,PD 65W Laptop Charging Adapter Compatible with MacBook Pro/Air,DELL,Steam Deck,iPhone 16/15/14,Galaxy S23/22\", \"asin\": \"B0CQYJVJDR\", \"price\": \"$30.54\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Foldable 3 in 1 Wireless Charging Station for Apple Compatible with Magsafe Charger Stand,Magnetic Wireless Charger Station for iPhone 16 15 14 13 12 Series,Airpods Pro,Apple Watch(Black)\", \"asin\": \"B0DDPCHVMG\", \"price\": \"$39.95\", \"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\": \"2025-04-14T05:10:47.506Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"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\": \"plug box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"USB C Charger Block Charging Station: 100W 6 Port GaN Fast Charging Brick Hub Cube Box - PD 3.0 Type C & USB A Wall Charger Power Adapter for All iPhone iPad Samsung Android Pixel Series\", \"asin\": \"B0D815Z5SL\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"iPad Fast Charger,iPad Pro Charger,iPad Charger Fast Charging USB C Wall Chargers Block Plug Type C 6FT USB C to C Charging Cable Cord for iPad Pro 13/12.9/11 inch,iPad Air 5/4,iPad Mini 6/7th,iPad 10\", \"asin\": \"B098XLG7Z3\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"40W iPhone 16 Charger Block, 2Pack 4-Port Fast USB C Charger Blocks, Multiport PD Power Adapter & QC Plug iPhone Cube USBC Charging Brick Apple Adapter for iPhone 16/16 Pro/15/15 Pro Max/14/13/12/iPad\", \"asin\": \"B0DMNXLY2N\", \"price\": \"$23.98\", \"quantity\": \"\"},\n{\"title\": \"iPhone Charger [MFi Certified] Long 2 Pack 10FT Lightning Cable Cube iPhone Charging Transfer Cord Cable with USB Plug Wall Charger Block Travel Adapter for iPhone 14/13/12/11/SE 2022/8/7/XS/XR/X/iPad\", \"asin\": \"B09BQZHT6T\", \"price\": \"$15.18\", \"quantity\": \"\"},\n{\"title\": \"USB C Charger for iPhone 16/15 Charger Fast Charging,Type C Charging Apple Fast USB C Wall Plug Block Adapter 6FT Long USBC Charging Cable Cord for iPhone 16 ProMax/Apple 15 Plus/Pro/iPad Pro/Air/Mini\", \"asin\": \"B0BJQFY6XX\", \"price\": \"$21.98\", \"quantity\": \"\"},\n{\"title\": \"MINIX NEO P3 100W Turbo 4-Ports GaN Wall Charger, 3 x USB-C Port Fast Charging Adapter(Max 100W/20W), 1 USB-A (Max 18W). Compatible with MacBook Pro Air, iPad Pro, iPhone 14,Galaxy S9 and More.\", \"asin\": \"B09JKJ1QRJ\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"quantity\": \"\"},\n{\"title\": \"500W USB C Charger Fast GAN Charger Block 8 Multi Port Charging Station Hub Brick Dual PD 100W Laptop Charger for DELL HP MacBook Pro/Air/All iPad iPhone 16 15/14/13/Pro Max/Samsung Galaxy Note\", \"asin\": \"B0CMJZVV1V\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Nekmit USB C Charger, Thin Flat 52W 4-Port Fast Wall Charger with Two 20W Power Delivery and 2 Port for iPhone 14/14 Pro/14 Pro Max, Galaxy, Pixel, iPad Pro, AirPods More, Upgraded\", \"asin\": \"B07TTGPPBF\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"USB C Charger 300W USB C Charger Block 8-Ports GaN IV Fast Charging Station,PD 100W Laptop Charger Hub Wall Charger Adapter Compatible with MacBook/Air,DELL,Steam Desk,iPhone 16/15/14,Galaxy S24 etc\", \"asin\": \"B0DCVRXDS7\", \"price\": \"$37.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"USB C Charger Block,3Pack 20W Dual Port USB C Wall Charger Plug Fast Charging Block Adapter +USB A Quick Charging Brick Plug for iPhone 16E/16 Pro Max/16Plus/16/15/14/13/12/11/XS/XR/X,iPad Pro,AirPods\", \"asin\": \"B0D7M3N8HX\"},\n{\"title\": \"USB C Wall Charger Block, 3Pack 20W Dual Port PD Fast iPhone 16/15 Charger USB C Wall Charger Adapter + USB A Quick Charging Brick Plug for iPhone 15/14/13/12/11/Pro Max/Plus/XS/XR/X,iPad,AirPods-Blue\", \"asin\": \"B0DL9MNJP4\"},\n{\"title\": \"iPhone 16/15 Charger, USB C [3 Pack] Dual Port QC + PD Wall Charger Block With USB A Quick Charging Brick Plug for Apple iPhone 16/16 Pro Max/16 Plus/15/14/13/12/11/X/iPad - Purple\", \"asin\": \"B0DLW7KQV3\"}],\n\"search_results\": [{\"title\": \"USB C Charger Block Charging Station: 100W 6 Port GaN Fast Charging Brick Hub Cube Box - PD 3.0 Type C & USB A Wall Charger Power Adapter for All iPhone iPad Samsung Android Pixel Series\", \"asin\": \"B0D815Z5SL\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker USB C Charger (Nano 65W), PPS 3-Port Fast Compact Foldable USB C Charger Block for MacBook, iPad Pro, Galaxy S24, iPhone 16 / 15 and more series\", \"asin\": \"B09C5RG6KV\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Nano Charger, USB C GaN Charger 30W, PIQ 3.0 Foldable PPS Fast Charger for iPhone 16 / 15 and more series, Galaxy, iPad, Compatible with MagSafe\", \"asin\": \"B0B2MM1W65\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker iPhone 16 Charger, 2-Pack 20W Fast USB C Charger Block, for iPhone 16/16 Pro Max/15 Series/iPad Pro and More (Black, 2 Pack & 2 Cable)\", \"asin\": \"B0C8HHV9DK\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack USB C Charger Block, Dual Port Type C Wall Charger Fast Charging 20W Power Adapter Cube for iPhone 14/14 Pro/14 Pro Max/14 Plus/13/12/11, XS/XR/X, iPad, Samsung, More\", \"asin\": \"B0CPSBD68W\", \"price\": \"$6.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics 30W One-Port GaN USB-C Wall Charger with Power Delivery PD for Tablets & Phones (iPhone 16/15/14/13/12/11/X, iPad, Samsung, and More), Non-PPS, Black\", \"asin\": \"B087MFL8DM\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"[4 Pack] USB C Charger Block Fast Charging Multiport Adpater [PD 20W USB-C & QC 3.0 USB-A Port] for IP 16/15/14/13/12/11/X/8, i Pad, Sam Sung, Google, Galaxy & More\", \"asin\": \"B0B2WLSY9D\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Aioneus USB C Charger Block, 40W 4-Port Fast Charger 20W Type C Charging Block 3.1A USB Wall Charger Dual Port PD+QC Charging Cube for iPhone 16 15 14 13 12 11 Pro Max XS, iPad, Samsung Phone, Tablet\", \"asin\": \"B0BB8ZXJCK\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"UGREEN 65W USB C Charger Block - Nexode 4-Port GaN Charger Type C, Fast Charging for MacBook Pro/Air, iPhone, iPad Pro, Galaxy S24/S23, Pixel 8, Steam Deck\", \"asin\": \"B0CYZ52VPX\", \"price\": \"$25.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker 45W USB C Charger Block, Foldable PPS Fast Charger for iPhone 16/15 and More Series, Supports Super Fast Charging 2.0 for Galaxy S24 Ultra\", \"asin\": \"B0BQLHGLG4\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"128W USB C Wall Charger,GaN III 3-Port Fast Charging Station,PD QC Foldable Charger Block Portable 65W Laptop Adapter for MacBook Pro/Air,iPad Pro,Galaxy S23,Dell XPS 13,iPhone 16/15/Pro etc Black\", \"asin\": \"B0C6K2PJJ8\", \"price\": \"$28.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones\", \"asin\": \"B07TK6MPNB\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Charger Block, 2-Pack 40W 4-Port USB C Wall Charger Fast Charging Dual Port PD Power Adapter+QC Double Wall Plug Multiport Type C Brick Charger for iPhone 16 15 14 13 12 11 Pro Max XS,Samsung\", \"asin\": \"B0CLGTRS5P\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker Desktop Charger, Fast Charging USB C Charger, 112W Max 6-Port Charging Station, for iPhone, iPad, MacBook, Samsung and More (Cable Not Included)\", \"asin\": \"B0CM6V5GL2\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Charger, Anker 2-Pack Dual Port 12W Wall Charger Adapter, USB Charger Block with Foldable Plug, Charging Box Brick, Cube for iPhone 15 14 13 12 11 Pro Max, Galaxy S22 S21 Note 20, HTC, Moto, LG\", \"asin\": \"B07DFWKBF7\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Charger 128W Wall Charger,(GaN III)3 Port Fast Charging Station,65W Foldable Wall Charger Adapter for MacBook Pro/Air,HP,ThinkPad,Dell XPS,iPhone 16/15,Pro,iPad Pro/Air,Galaxy S23,Steam Deck,etc\", \"asin\": \"B0CJJL3WLK\", \"price\": \"$24.61\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB C Charger Block 20W, Anker 511 Charger (Nano Pro), PIQ 3.0 Compact Fast Charger for iPhone 16/16 Plus/16 Pro/16 Pro Max, 15/14/13 Series, Galaxy, Pixel 4/3, iPad (Cable Not Included)\", \"asin\": \"B099F558S1\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 16/16 Pro/16 Pro Max/15, Samsung Galaxy, Pixel, LG, Android-Colorful\", \"asin\": \"B0B1ZX3D5Q\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker Prime 67W USB C Charger, Anker GaN 3-Port Compact Fast PPS Wall Charger, for MacBook Pro/Air, Pixelbook, iPad Pro, iPhone 16/15/Pro, Galaxy S25/S24, Note20, Pixel, Apple Watch\", \"asin\": \"B0C4YTB56H\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Charger Block, 2Pack 40W 4 Ports Type C Fast Phone Charging Cubes PD USBC Wall Plug+QC 3.0 USB A Charger Head Power Brick Box for iPhone 16/15/14/13/12/11 Pro Max, iPad, Samsung Galaxy, Pixel\", \"asin\": \"B0CWR265GM\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics 20W One-Port USB-C Wall Charger with Power Delivery PD for Tablets & Phones (iPhone 16/15/14/13/12/11/X, iPad, Samsung, and more), non-PPS, 1.81 x 1.73 x 1.09 inches, White\", \"asin\": \"B08MVCMNDD\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:10:55.956Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:10:55.956Z
|
click
|
search
|
rule
|
train
| 1,008 |
2025-04-14T05:10:55.956Z
|
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": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "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": "plug box"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "USB C Charger Block Charging Station: 100W 6 Port GaN Fast Charging Brick Hub Cube Box - PD 3.0 Type C & USB A Wall Charger Power Adapter for All iPhone iPad Samsung Android Pixel Series", "asin": "B0D815Z5SL", "price": "$16.99", "quantity": ""},
{"title": "iPad Fast Charger,iPad Pro Charger,iPad Charger Fast Charging USB C Wall Chargers Block Plug Type C 6FT USB C to C Charging Cable Cord for iPad Pro 13/12.9/11 inch,iPad Air 5/4,iPad Mini 6/7th,iPad 10", "asin": "B098XLG7Z3", "price": "$16.14", "quantity": ""},
{"title": "40W iPhone 16 Charger Block, 2Pack 4-Port Fast USB C Charger Blocks, Multiport PD Power Adapter & QC Plug iPhone Cube USBC Charging Brick Apple Adapter for iPhone 16/16 Pro/15/15 Pro Max/14/13/12/iPad", "asin": "B0DMNXLY2N", "price": "$23.98", "quantity": ""},
{"title": "iPhone Charger [MFi Certified] Long 2 Pack 10FT Lightning Cable Cube iPhone Charging Transfer Cord Cable with USB Plug Wall Charger Block Travel Adapter for iPhone 14/13/12/11/SE 2022/8/7/XS/XR/X/iPad", "asin": "B09BQZHT6T", "price": "$15.18", "quantity": ""},
{"title": "USB C Charger for iPhone 16/15 Charger Fast Charging,Type C Charging Apple Fast USB C Wall Plug Block Adapter 6FT Long USBC Charging Cable Cord for iPhone 16 ProMax/Apple 15 Plus/Pro/iPad Pro/Air/Mini", "asin": "B0BJQFY6XX", "price": "$21.98", "quantity": ""},
{"title": "MINIX NEO P3 100W Turbo 4-Ports GaN Wall Charger, 3 x USB-C Port Fast Charging Adapter(Max 100W/20W), 1 USB-A (Max 18W). Compatible with MacBook Pro Air, iPad Pro, iPhone 14,Galaxy S9 and More.", "asin": "B09JKJ1QRJ", "price": "$43.99", "quantity": ""},
{"title": "200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black", "asin": "B0D3DCNSS3", "price": "$35.95", "quantity": ""},
{"title": "500W USB C Charger Fast GAN Charger Block 8 Multi Port Charging Station Hub Brick Dual PD 100W Laptop Charger for DELL HP MacBook Pro/Air/All iPad iPhone 16 15/14/13/Pro Max/Samsung Galaxy Note", "asin": "B0CMJZVV1V", "price": "$49.99", "quantity": ""},
{"title": "Nekmit USB C Charger, Thin Flat 52W 4-Port Fast Wall Charger with Two 20W Power Delivery and 2 Port for iPhone 14/14 Pro/14 Pro Max, Galaxy, Pixel, iPad Pro, AirPods More, Upgraded", "asin": "B07TTGPPBF", "price": "$31.99", "quantity": ""},
{"title": "USB C Charger 300W USB C Charger Block 8-Ports GaN IV Fast Charging Station,PD 100W Laptop Charger Hub Wall Charger Adapter Compatible with MacBook/Air,DELL,Steam Desk,iPhone 16/15/14,Galaxy S24 etc", "asin": "B0DCVRXDS7", "price": "$37.95", "quantity": ""}],
"ads": [{"title": "USB C Charger Block,3Pack 20W Dual Port USB C Wall Charger Plug Fast Charging Block Adapter +USB A Quick Charging Brick Plug for iPhone 16E/16 Pro Max/16Plus/16/15/14/13/12/11/XS/XR/X,iPad Pro,AirPods", "asin": "B0D7M3N8HX"},
{"title": "USB C Wall Charger Block, 3Pack 20W Dual Port PD Fast iPhone 16/15 Charger USB C Wall Charger Adapter + USB A Quick Charging Brick Plug for iPhone 15/14/13/12/11/Pro Max/Plus/XS/XR/X,iPad,AirPods-Blue", "asin": "B0DL9MNJP4"},
{"title": "iPhone 16/15 Charger, USB C [3 Pack] Dual Port QC + PD Wall Charger Block With USB A Quick Charging Brick Plug for Apple iPhone 16/16 Pro Max/16 Plus/15/14/13/12/11/X/iPad - Purple", "asin": "B0DLW7KQV3"}],
"search_results": [{"title": "USB C Charger Block Charging Station: 100W 6 Port GaN Fast Charging Brick Hub Cube Box - PD 3.0 Type C & USB A Wall Charger Power Adapter for All iPhone iPad Samsung Android Pixel Series", "asin": "B0D815Z5SL", "price": "$16.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black", "asin": "B0D3DCNSS3", "price": "$35.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker USB C Charger (Nano 65W), PPS 3-Port Fast Compact Foldable USB C Charger Block for MacBook, iPad Pro, Galaxy S24, iPhone 16 / 15 and more series", "asin": "B09C5RG6KV", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker Nano Charger, USB C GaN Charger 30W, PIQ 3.0 Foldable PPS Fast Charger for iPhone 16 / 15 and more series, Galaxy, iPad, Compatible with MagSafe", "asin": "B0B2MM1W65", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anker iPhone 16 Charger, 2-Pack 20W Fast USB C Charger Block, for iPhone 16/16 Pro Max/15 Series/iPad Pro and More (Black, 2 Pack & 2 Cable)", "asin": "B0C8HHV9DK", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack USB C Charger Block, Dual Port Type C Wall Charger Fast Charging 20W Power Adapter Cube for iPhone 14/14 Pro/14 Pro Max/14 Plus/13/12/11, XS/XR/X, iPad, Samsung, More", "asin": "B0CPSBD68W", "price": "$6.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics 30W One-Port GaN USB-C Wall Charger with Power Delivery PD for Tablets & Phones (iPhone 16/15/14/13/12/11/X, iPad, Samsung, and More), Non-PPS, Black", "asin": "B087MFL8DM", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "[4 Pack] USB C Charger Block Fast Charging Multiport Adpater [PD 20W USB-C & QC 3.0 USB-A Port] for IP 16/15/14/13/12/11/X/8, i Pad, Sam Sung, Google, Galaxy & More", "asin": "B0B2WLSY9D", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Aioneus USB C Charger Block, 40W 4-Port Fast Charger 20W Type C Charging Block 3.1A USB Wall Charger Dual Port PD+QC Charging Cube for iPhone 16 15 14 13 12 11 Pro Max XS, iPad, Samsung Phone, Tablet", "asin": "B0BB8ZXJCK", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "UGREEN 65W USB C Charger Block - Nexode 4-Port GaN Charger Type C, Fast Charging for MacBook Pro/Air, iPhone, iPad Pro, Galaxy S24/S23, Pixel 8, Steam Deck", "asin": "B0CYZ52VPX", "price": "$25.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Anker 45W USB C Charger Block, Foldable PPS Fast Charger for iPhone 16/15 and More Series, Supports Super Fast Charging 2.0 for Galaxy S24 Ultra", "asin": "B0BQLHGLG4", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "128W USB C Wall Charger,GaN III 3-Port Fast Charging Station,PD QC Foldable Charger Block Portable 65W Laptop Adapter for MacBook Pro/Air,iPad Pro,Galaxy S23,Dell XPS 13,iPhone 16/15/Pro etc Black", "asin": "B0C6K2PJJ8", "price": "$28.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones", "asin": "B07TK6MPNB", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C Charger Block, 2-Pack 40W 4-Port USB C Wall Charger Fast Charging Dual Port PD Power Adapter+QC Double Wall Plug Multiport Type C Brick Charger for iPhone 16 15 14 13 12 11 Pro Max XS,Samsung", "asin": "B0CLGTRS5P", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anker Desktop Charger, Fast Charging USB C Charger, 112W Max 6-Port Charging Station, for iPhone, iPad, MacBook, Samsung and More (Cable Not Included)", "asin": "B0CM6V5GL2", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Charger, Anker 2-Pack Dual Port 12W Wall Charger Adapter, USB Charger Block with Foldable Plug, Charging Box Brick, Cube for iPhone 15 14 13 12 11 Pro Max, Galaxy S22 S21 Note 20, HTC, Moto, LG", "asin": "B07DFWKBF7", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C Charger 128W Wall Charger,(GaN III)3 Port Fast Charging Station,65W Foldable Wall Charger Adapter for MacBook Pro/Air,HP,ThinkPad,Dell XPS,iPhone 16/15,Pro,iPad Pro/Air,Galaxy S23,Steam Deck,etc", "asin": "B0CJJL3WLK", "price": "$24.61", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB C Charger Block 20W, Anker 511 Charger (Nano Pro), PIQ 3.0 Compact Fast Charger for iPhone 16/16 Plus/16 Pro/16 Pro Max, 15/14/13 Series, Galaxy, Pixel 4/3, iPad (Cable Not Included)", "asin": "B099F558S1", "price": "$13.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "6Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 16/16 Pro/16 Pro Max/15, Samsung Galaxy, Pixel, LG, Android-Colorful", "asin": "B0B1ZX3D5Q", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Anker Prime 67W USB C Charger, Anker GaN 3-Port Compact Fast PPS Wall Charger, for MacBook Pro/Air, Pixelbook, iPad Pro, iPhone 16/15/Pro, Galaxy S25/S24, Note20, Pixel, Apple Watch", "asin": "B0C4YTB56H", "price": "$59.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB C Charger Block, 2Pack 40W 4 Ports Type C Fast Phone Charging Cubes PD USBC Wall Plug+QC 3.0 USB A Charger Head Power Brick Box for iPhone 16/15/14/13/12/11 Pro Max, iPad, Samsung Galaxy, Pixel", "asin": "B0CWR265GM", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics 20W One-Port USB-C Wall Charger with Power Delivery PD for Tablets & Phones (iPhone 16/15/14/13/12/11/X, iPad, Samsung, and more), non-PPS, 1.81 x 1.73 x 1.09 inches, White", "asin": "B08MVCMNDD", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:10:55.956Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:10:55.956Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:10:55.956Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1008,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"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\": \"plug box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"USB C Charger Block Charging Station: 100W 6 Port GaN Fast Charging Brick Hub Cube Box - PD 3.0 Type C & USB A Wall Charger Power Adapter for All iPhone iPad Samsung Android Pixel Series\", \"asin\": \"B0D815Z5SL\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"iPad Fast Charger,iPad Pro Charger,iPad Charger Fast Charging USB C Wall Chargers Block Plug Type C 6FT USB C to C Charging Cable Cord for iPad Pro 13/12.9/11 inch,iPad Air 5/4,iPad Mini 6/7th,iPad 10\", \"asin\": \"B098XLG7Z3\", \"price\": \"$16.14\", \"quantity\": \"\"},\n{\"title\": \"40W iPhone 16 Charger Block, 2Pack 4-Port Fast USB C Charger Blocks, Multiport PD Power Adapter & QC Plug iPhone Cube USBC Charging Brick Apple Adapter for iPhone 16/16 Pro/15/15 Pro Max/14/13/12/iPad\", \"asin\": \"B0DMNXLY2N\", \"price\": \"$23.98\", \"quantity\": \"\"},\n{\"title\": \"iPhone Charger [MFi Certified] Long 2 Pack 10FT Lightning Cable Cube iPhone Charging Transfer Cord Cable with USB Plug Wall Charger Block Travel Adapter for iPhone 14/13/12/11/SE 2022/8/7/XS/XR/X/iPad\", \"asin\": \"B09BQZHT6T\", \"price\": \"$15.18\", \"quantity\": \"\"},\n{\"title\": \"USB C Charger for iPhone 16/15 Charger Fast Charging,Type C Charging Apple Fast USB C Wall Plug Block Adapter 6FT Long USBC Charging Cable Cord for iPhone 16 ProMax/Apple 15 Plus/Pro/iPad Pro/Air/Mini\", \"asin\": \"B0BJQFY6XX\", \"price\": \"$21.98\", \"quantity\": \"\"},\n{\"title\": \"MINIX NEO P3 100W Turbo 4-Ports GaN Wall Charger, 3 x USB-C Port Fast Charging Adapter(Max 100W/20W), 1 USB-A (Max 18W). Compatible with MacBook Pro Air, iPad Pro, iPhone 14,Galaxy S9 and More.\", \"asin\": \"B09JKJ1QRJ\", \"price\": \"$43.99\", \"quantity\": \"\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"quantity\": \"\"},\n{\"title\": \"500W USB C Charger Fast GAN Charger Block 8 Multi Port Charging Station Hub Brick Dual PD 100W Laptop Charger for DELL HP MacBook Pro/Air/All iPad iPhone 16 15/14/13/Pro Max/Samsung Galaxy Note\", \"asin\": \"B0CMJZVV1V\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Nekmit USB C Charger, Thin Flat 52W 4-Port Fast Wall Charger with Two 20W Power Delivery and 2 Port for iPhone 14/14 Pro/14 Pro Max, Galaxy, Pixel, iPad Pro, AirPods More, Upgraded\", \"asin\": \"B07TTGPPBF\", \"price\": \"$31.99\", \"quantity\": \"\"},\n{\"title\": \"USB C Charger 300W USB C Charger Block 8-Ports GaN IV Fast Charging Station,PD 100W Laptop Charger Hub Wall Charger Adapter Compatible with MacBook/Air,DELL,Steam Desk,iPhone 16/15/14,Galaxy S24 etc\", \"asin\": \"B0DCVRXDS7\", \"price\": \"$37.95\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"USB C Charger Block,3Pack 20W Dual Port USB C Wall Charger Plug Fast Charging Block Adapter +USB A Quick Charging Brick Plug for iPhone 16E/16 Pro Max/16Plus/16/15/14/13/12/11/XS/XR/X,iPad Pro,AirPods\", \"asin\": \"B0D7M3N8HX\"},\n{\"title\": \"USB C Wall Charger Block, 3Pack 20W Dual Port PD Fast iPhone 16/15 Charger USB C Wall Charger Adapter + USB A Quick Charging Brick Plug for iPhone 15/14/13/12/11/Pro Max/Plus/XS/XR/X,iPad,AirPods-Blue\", \"asin\": \"B0DL9MNJP4\"},\n{\"title\": \"iPhone 16/15 Charger, USB C [3 Pack] Dual Port QC + PD Wall Charger Block With USB A Quick Charging Brick Plug for Apple iPhone 16/16 Pro Max/16 Plus/15/14/13/12/11/X/iPad - Purple\", \"asin\": \"B0DLW7KQV3\"}],\n\"search_results\": [{\"title\": \"USB C Charger Block Charging Station: 100W 6 Port GaN Fast Charging Brick Hub Cube Box - PD 3.0 Type C & USB A Wall Charger Power Adapter for All iPhone iPad Samsung Android Pixel Series\", \"asin\": \"B0D815Z5SL\", \"price\": \"$16.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"200W USB C Charger Block,GaN IV Charging Station 8 Ports,QC4.0 Fast Charging Station Hub+PD 65W USB C Laptop Charger Adapter Compatible with MacBook Air/Pro,DELL,iPhone 16/15,iPad,Steam Deck-Black\", \"asin\": \"B0D3DCNSS3\", \"price\": \"$35.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker USB C Charger (Nano 65W), PPS 3-Port Fast Compact Foldable USB C Charger Block for MacBook, iPad Pro, Galaxy S24, iPhone 16 / 15 and more series\", \"asin\": \"B09C5RG6KV\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker Nano Charger, USB C GaN Charger 30W, PIQ 3.0 Foldable PPS Fast Charger for iPhone 16 / 15 and more series, Galaxy, iPad, Compatible with MagSafe\", \"asin\": \"B0B2MM1W65\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker iPhone 16 Charger, 2-Pack 20W Fast USB C Charger Block, for iPhone 16/16 Pro Max/15 Series/iPad Pro and More (Black, 2 Pack & 2 Cable)\", \"asin\": \"B0C8HHV9DK\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack USB C Charger Block, Dual Port Type C Wall Charger Fast Charging 20W Power Adapter Cube for iPhone 14/14 Pro/14 Pro Max/14 Plus/13/12/11, XS/XR/X, iPad, Samsung, More\", \"asin\": \"B0CPSBD68W\", \"price\": \"$6.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics 30W One-Port GaN USB-C Wall Charger with Power Delivery PD for Tablets & Phones (iPhone 16/15/14/13/12/11/X, iPad, Samsung, and More), Non-PPS, Black\", \"asin\": \"B087MFL8DM\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"[4 Pack] USB C Charger Block Fast Charging Multiport Adpater [PD 20W USB-C & QC 3.0 USB-A Port] for IP 16/15/14/13/12/11/X/8, i Pad, Sam Sung, Google, Galaxy & More\", \"asin\": \"B0B2WLSY9D\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Aioneus USB C Charger Block, 40W 4-Port Fast Charger 20W Type C Charging Block 3.1A USB Wall Charger Dual Port PD+QC Charging Cube for iPhone 16 15 14 13 12 11 Pro Max XS, iPad, Samsung Phone, Tablet\", \"asin\": \"B0BB8ZXJCK\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"UGREEN 65W USB C Charger Block - Nexode 4-Port GaN Charger Type C, Fast Charging for MacBook Pro/Air, iPhone, iPad Pro, Galaxy S24/S23, Pixel 8, Steam Deck\", \"asin\": \"B0CYZ52VPX\", \"price\": \"$25.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Anker 45W USB C Charger Block, Foldable PPS Fast Charger for iPhone 16/15 and More Series, Supports Super Fast Charging 2.0 for Galaxy S24 Ultra\", \"asin\": \"B0BQLHGLG4\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"128W USB C Wall Charger,GaN III 3-Port Fast Charging Station,PD QC Foldable Charger Block Portable 65W Laptop Adapter for MacBook Pro/Air,iPad Pro,Galaxy S23,Dell XPS 13,iPhone 16/15/Pro etc Black\", \"asin\": \"B0C6K2PJJ8\", \"price\": \"$28.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones\", \"asin\": \"B07TK6MPNB\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Charger Block, 2-Pack 40W 4-Port USB C Wall Charger Fast Charging Dual Port PD Power Adapter+QC Double Wall Plug Multiport Type C Brick Charger for iPhone 16 15 14 13 12 11 Pro Max XS,Samsung\", \"asin\": \"B0CLGTRS5P\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker Desktop Charger, Fast Charging USB C Charger, 112W Max 6-Port Charging Station, for iPhone, iPad, MacBook, Samsung and More (Cable Not Included)\", \"asin\": \"B0CM6V5GL2\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Charger, Anker 2-Pack Dual Port 12W Wall Charger Adapter, USB Charger Block with Foldable Plug, Charging Box Brick, Cube for iPhone 15 14 13 12 11 Pro Max, Galaxy S22 S21 Note 20, HTC, Moto, LG\", \"asin\": \"B07DFWKBF7\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Charger 128W Wall Charger,(GaN III)3 Port Fast Charging Station,65W Foldable Wall Charger Adapter for MacBook Pro/Air,HP,ThinkPad,Dell XPS,iPhone 16/15,Pro,iPad Pro/Air,Galaxy S23,Steam Deck,etc\", \"asin\": \"B0CJJL3WLK\", \"price\": \"$24.61\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB C Charger Block 20W, Anker 511 Charger (Nano Pro), PIQ 3.0 Compact Fast Charger for iPhone 16/16 Plus/16 Pro/16 Pro Max, 15/14/13 Series, Galaxy, Pixel 4/3, iPad (Cable Not Included)\", \"asin\": \"B099F558S1\", \"price\": \"$13.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 16/16 Pro/16 Pro Max/15, Samsung Galaxy, Pixel, LG, Android-Colorful\", \"asin\": \"B0B1ZX3D5Q\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Anker Prime 67W USB C Charger, Anker GaN 3-Port Compact Fast PPS Wall Charger, for MacBook Pro/Air, Pixelbook, iPad Pro, iPhone 16/15/Pro, Galaxy S25/S24, Note20, Pixel, Apple Watch\", \"asin\": \"B0C4YTB56H\", \"price\": \"$59.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C Charger Block, 2Pack 40W 4 Ports Type C Fast Phone Charging Cubes PD USBC Wall Plug+QC 3.0 USB A Charger Head Power Brick Box for iPhone 16/15/14/13/12/11 Pro Max, iPad, Samsung Galaxy, Pixel\", \"asin\": \"B0CWR265GM\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics 20W One-Port USB-C Wall Charger with Power Delivery PD for Tablets & Phones (iPhone 16/15/14/13/12/11/X, iPad, Samsung, and more), non-PPS, 1.81 x 1.73 x 1.09 inches, White\", \"asin\": \"B08MVCMNDD\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:10:55.956Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:37.584Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:12:37.584Z
|
input
|
plug box
|
rule
|
train
| 1,009 |
2025-04-14T05:12:37.584Z
|
input
|
plug box
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "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": "plug box"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "quantity": ""},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room", "asin": "B0BKPGG9T9", "price": "$17.09", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies", "asin": "B08TWFTY13", "price": "$14.44", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""}],
"search_results": [{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SockitBox \u2013 The Original Weatherproof Connection Box \u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \u2013 Medium \u2013 Black", "asin": "B00274SLK8", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad", "asin": "B09N99CLB2", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office", "asin": "B0CBJXHGLP", "price": "$21.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones", "asin": "B07TK6MPNB", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack Large Cable Management Box \u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \u2013 Safe ABS Material and Baby-Pets Proof Lock (White)", "asin": "B08JC55TTL", "price": "$25.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android", "asin": "B077G9SGY4", "price": "$6.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White", "asin": "B09BKHHL5H", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack", "asin": "B0DJWQHD87", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)", "asin": "B007IUOG5A", "price": "$9.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL", "asin": "B0BJQJS77D", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White", "asin": "B0CSYPGDDR", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\"-30\", Rotates 180, for Behind Couches", "asin": "B0F1YGNXKR", "price": "$19.99", "delivery": "$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon."},
{"title": "Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter", "asin": "B0BZS8TXMD", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter", "asin": "B0D1XF678H", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)", "asin": "B089YX8T89", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed", "asin": "B09SG2Q23M", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle", "asin": "B0995MV494", "price": "$5.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\uff0cWhite", "asin": "B09NY3RSJ2", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\uff08Black\uff09", "asin": "B0DLBD2TVQ", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof", "asin": "B0DRV6P7C6", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4", "asin": "B08HQBM4JX", "price": "$7.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials", "asin": "B0B5CNGKRH", "price": "$16.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android", "asin": "B07P9PYDKL", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)", "asin": "B0CTHSZ5ND", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)", "asin": "B08YR5XF6L", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)", "asin": "B08N422Y1P", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel", "asin": "B08XZNCHHD", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials", "asin": "B09KXK94D6", "price": "$12.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy", "asin": "B0D5GTP2Q7", "price": "$18.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White", "asin": "B0BTY8Y5VW", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black", "asin": "B0DGLMCNBP", "price": "$15.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby", "asin": "B08FBNKDKB", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords", "asin": "B07S8DZ1T5", "price": "$21.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung", "asin": "B082XWKH1R", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black", "asin": "B08CMQHYLL", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A", "asin": "B08LGRN2NR", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)", "asin": "B00C3YD0QM", "price": "$8.62", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults", "asin": "B0BPNJVYS4", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black", "asin": "B0DHRV741G", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black", "asin": "B0CQ4KFS7M", "price": "$12.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters", "asin": "B07V5S7M2Q", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\uff0cWhite", "asin": "B08B46GBSY", "price": "$22.94", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials", "asin": "B0BR3QLZTQ", "price": "$13.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL", "asin": "B0CNPVWGJ1", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black", "asin": "B0BW3H3KZZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:12:37.584Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:12:37.584Z\",\"action\": \"input\",\"acion_argument\": \"plug box\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:12:37.584Z\",\"action\": \"input\",\"acion_argument\": \"plug box\",}</answer>",
"index": 1009,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"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\": \"plug box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room\", \"asin\": \"B0BKPGG9T9\", \"price\": \"$17.09\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies\", \"asin\": \"B08TWFTY13\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SockitBox \\u2013 The Original Weatherproof Connection Box \\u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \\u2013 Medium \\u2013 Black\", \"asin\": \"B00274SLK8\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad\", \"asin\": \"B09N99CLB2\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office\", \"asin\": \"B0CBJXHGLP\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones\", \"asin\": \"B07TK6MPNB\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)\", \"asin\": \"B08R6S1M1K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Large Cable Management Box \\u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \\u2013 Safe ABS Material and Baby-Pets Proof Lock (White)\", \"asin\": \"B08JC55TTL\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android\", \"asin\": \"B077G9SGY4\", \"price\": \"$6.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White\", \"asin\": \"B09BKHHL5H\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack\", \"asin\": \"B0DJWQHD87\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)\", \"asin\": \"B007IUOG5A\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL\", \"asin\": \"B0BJQJS77D\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White\", \"asin\": \"B0CSYPGDDR\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\\\"-30\\\", Rotates 180, for Behind Couches\", \"asin\": \"B0F1YGNXKR\", \"price\": \"$19.99\", \"delivery\": \"$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon.\"},\n{\"title\": \"Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter\", \"asin\": \"B0BZS8TXMD\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter\", \"asin\": \"B0D1XF678H\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\\uff08Black\\uff09\", \"asin\": \"B0DLBD2TVQ\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof\", \"asin\": \"B0DRV6P7C6\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4\", \"asin\": \"B08HQBM4JX\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android\", \"asin\": \"B07P9PYDKL\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:37.584Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": 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May 2 Only 20 left in stock - order soon.\"},\n{\"title\": \"Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter\", \"asin\": \"B0BZS8TXMD\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter\", \"asin\": \"B0D1XF678H\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 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10 PM\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android\", \"asin\": \"B07P9PYDKL\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:42.134Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:12:42.134Z
|
click
|
search
|
rule
|
train
| 1,010 |
2025-04-14T05:12:42.134Z
|
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": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "plug box"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "quantity": ""},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room", "asin": "B0BKPGG9T9", "price": "$17.09", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies", "asin": "B08TWFTY13", "price": "$14.44", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""}],
"search_results": [{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SockitBox \u2013 The Original Weatherproof Connection Box \u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \u2013 Medium \u2013 Black", "asin": "B00274SLK8", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad", "asin": "B09N99CLB2", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office", "asin": "B0CBJXHGLP", "price": "$21.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones", "asin": "B07TK6MPNB", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack Large Cable Management Box \u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \u2013 Safe ABS Material and Baby-Pets Proof Lock (White)", "asin": "B08JC55TTL", "price": "$25.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android", "asin": "B077G9SGY4", "price": "$6.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White", "asin": "B09BKHHL5H", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack", "asin": "B0DJWQHD87", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)", "asin": "B007IUOG5A", "price": "$9.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL", "asin": "B0BJQJS77D", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White", "asin": "B0CSYPGDDR", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\"-30\", Rotates 180, for Behind Couches", "asin": "B0F1YGNXKR", "price": "$19.99", "delivery": "$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon."},
{"title": "Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter", "asin": "B0BZS8TXMD", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter", "asin": "B0D1XF678H", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)", "asin": "B089YX8T89", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed", "asin": "B09SG2Q23M", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle", "asin": "B0995MV494", "price": "$5.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\uff0cWhite", "asin": "B09NY3RSJ2", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\uff08Black\uff09", "asin": "B0DLBD2TVQ", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof", "asin": "B0DRV6P7C6", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4", "asin": "B08HQBM4JX", "price": "$7.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials", "asin": "B0B5CNGKRH", "price": "$16.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android", "asin": "B07P9PYDKL", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)", "asin": "B0CTHSZ5ND", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)", "asin": "B08YR5XF6L", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)", "asin": "B08N422Y1P", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel", "asin": "B08XZNCHHD", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials", "asin": "B09KXK94D6", "price": "$12.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy", "asin": "B0D5GTP2Q7", "price": "$18.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White", "asin": "B0BTY8Y5VW", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black", "asin": "B0DGLMCNBP", "price": "$15.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby", "asin": "B08FBNKDKB", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords", "asin": "B07S8DZ1T5", "price": "$21.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung", "asin": "B082XWKH1R", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black", "asin": "B08CMQHYLL", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A", "asin": "B08LGRN2NR", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)", "asin": "B00C3YD0QM", "price": "$8.62", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults", "asin": "B0BPNJVYS4", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black", "asin": "B0DHRV741G", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black", "asin": "B0CQ4KFS7M", "price": "$12.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters", "asin": "B07V5S7M2Q", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\uff0cWhite", "asin": "B08B46GBSY", "price": "$22.94", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials", "asin": "B0BR3QLZTQ", "price": "$13.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL", "asin": "B0CNPVWGJ1", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black", "asin": "B0BW3H3KZZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:12:42.134Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:12:42.134Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:12:42.134Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1010,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"plug box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room\", \"asin\": \"B0BKPGG9T9\", \"price\": \"$17.09\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies\", \"asin\": \"B08TWFTY13\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SockitBox \\u2013 The Original Weatherproof Connection Box \\u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \\u2013 Medium \\u2013 Black\", \"asin\": \"B00274SLK8\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad\", \"asin\": \"B09N99CLB2\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office\", \"asin\": \"B0CBJXHGLP\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones\", \"asin\": \"B07TK6MPNB\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)\", \"asin\": \"B08R6S1M1K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Large Cable Management Box \\u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \\u2013 Safe ABS Material and Baby-Pets Proof Lock (White)\", \"asin\": \"B08JC55TTL\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android\", \"asin\": \"B077G9SGY4\", \"price\": \"$6.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White\", \"asin\": \"B09BKHHL5H\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack\", \"asin\": \"B0DJWQHD87\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)\", \"asin\": \"B007IUOG5A\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL\", \"asin\": \"B0BJQJS77D\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White\", \"asin\": \"B0CSYPGDDR\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\\\"-30\\\", Rotates 180, for Behind Couches\", \"asin\": \"B0F1YGNXKR\", \"price\": \"$19.99\", \"delivery\": \"$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon.\"},\n{\"title\": \"Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter\", \"asin\": \"B0BZS8TXMD\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter\", \"asin\": \"B0D1XF678H\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\\uff08Black\\uff09\", \"asin\": \"B0DLBD2TVQ\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof\", \"asin\": \"B0DRV6P7C6\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4\", \"asin\": \"B08HQBM4JX\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android\", \"asin\": \"B07P9PYDKL\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:42.134Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 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10 PM\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android\", \"asin\": \"B07P9PYDKL\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:42.825Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:12:42.825Z
|
click
|
search
|
rule
|
train
| 1,011 |
2025-04-14T05:12:42.825Z
|
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": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "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": "plug box"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "quantity": ""},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room", "asin": "B0BKPGG9T9", "price": "$17.09", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies", "asin": "B08TWFTY13", "price": "$14.44", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""}],
"search_results": [{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SockitBox \u2013 The Original Weatherproof Connection Box \u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \u2013 Medium \u2013 Black", "asin": "B00274SLK8", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad", "asin": "B09N99CLB2", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office", "asin": "B0CBJXHGLP", "price": "$21.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones", "asin": "B07TK6MPNB", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack Large Cable Management Box \u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \u2013 Safe ABS Material and Baby-Pets Proof Lock (White)", "asin": "B08JC55TTL", "price": "$25.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android", "asin": "B077G9SGY4", "price": "$6.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White", "asin": "B09BKHHL5H", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack", "asin": "B0DJWQHD87", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)", "asin": "B007IUOG5A", "price": "$9.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL", "asin": "B0BJQJS77D", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White", "asin": "B0CSYPGDDR", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\"-30\", Rotates 180, for Behind Couches", "asin": "B0F1YGNXKR", "price": "$19.99", "delivery": "$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon."},
{"title": "Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter", "asin": "B0BZS8TXMD", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter", "asin": "B0D1XF678H", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)", "asin": "B089YX8T89", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed", "asin": "B09SG2Q23M", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle", "asin": "B0995MV494", "price": "$5.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\uff0cWhite", "asin": "B09NY3RSJ2", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\uff08Black\uff09", "asin": "B0DLBD2TVQ", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof", "asin": "B0DRV6P7C6", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4", "asin": "B08HQBM4JX", "price": "$7.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials", "asin": "B0B5CNGKRH", "price": "$16.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android", "asin": "B07P9PYDKL", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)", "asin": "B0CTHSZ5ND", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)", "asin": "B08YR5XF6L", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)", "asin": "B08N422Y1P", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel", "asin": "B08XZNCHHD", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials", "asin": "B09KXK94D6", "price": "$12.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy", "asin": "B0D5GTP2Q7", "price": "$18.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White", "asin": "B0BTY8Y5VW", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black", "asin": "B0DGLMCNBP", "price": "$15.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby", "asin": "B08FBNKDKB", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords", "asin": "B07S8DZ1T5", "price": "$21.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung", "asin": "B082XWKH1R", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black", "asin": "B08CMQHYLL", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A", "asin": "B08LGRN2NR", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)", "asin": "B00C3YD0QM", "price": "$8.62", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults", "asin": "B0BPNJVYS4", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black", "asin": "B0DHRV741G", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black", "asin": "B0CQ4KFS7M", "price": "$12.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters", "asin": "B07V5S7M2Q", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\uff0cWhite", "asin": "B08B46GBSY", "price": "$22.94", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials", "asin": "B0BR3QLZTQ", "price": "$13.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL", "asin": "B0CNPVWGJ1", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black", "asin": "B0BW3H3KZZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:12:42.825Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:12:42.825Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:12:42.825Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1011,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"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\": \"plug box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room\", \"asin\": \"B0BKPGG9T9\", \"price\": \"$17.09\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies\", \"asin\": \"B08TWFTY13\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SockitBox \\u2013 The Original Weatherproof Connection Box \\u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \\u2013 Medium \\u2013 Black\", \"asin\": \"B00274SLK8\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad\", \"asin\": \"B09N99CLB2\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office\", \"asin\": \"B0CBJXHGLP\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones\", \"asin\": \"B07TK6MPNB\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)\", \"asin\": \"B08R6S1M1K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Large Cable Management Box \\u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \\u2013 Safe ABS Material and Baby-Pets Proof Lock (White)\", \"asin\": \"B08JC55TTL\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android\", \"asin\": \"B077G9SGY4\", \"price\": \"$6.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White\", \"asin\": \"B09BKHHL5H\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack\", \"asin\": \"B0DJWQHD87\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)\", \"asin\": \"B007IUOG5A\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL\", \"asin\": \"B0BJQJS77D\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White\", \"asin\": \"B0CSYPGDDR\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\\\"-30\\\", Rotates 180, for Behind Couches\", \"asin\": \"B0F1YGNXKR\", \"price\": \"$19.99\", \"delivery\": \"$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon.\"},\n{\"title\": \"Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter\", \"asin\": \"B0BZS8TXMD\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter\", \"asin\": \"B0D1XF678H\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\\uff08Black\\uff09\", \"asin\": \"B0DLBD2TVQ\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof\", \"asin\": \"B0DRV6P7C6\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4\", \"asin\": \"B08HQBM4JX\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android\", \"asin\": \"B07P9PYDKL\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:42.825Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 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10 PM\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android\", \"asin\": \"B07P9PYDKL\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:50.063Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
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2025-04-14T05:12:50.063Z
|
input
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vga to
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rule
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train
| 1,012 |
2025-04-14T05:12:50.063Z
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input
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vga to
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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": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "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": "plug box"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "quantity": ""},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room", "asin": "B0BKPGG9T9", "price": "$17.09", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies", "asin": "B08TWFTY13", "price": "$14.44", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""}],
"search_results": [{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SockitBox \u2013 The Original Weatherproof Connection Box \u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \u2013 Medium \u2013 Black", "asin": "B00274SLK8", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad", "asin": "B09N99CLB2", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office", "asin": "B0CBJXHGLP", "price": "$21.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones", "asin": "B07TK6MPNB", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack Large Cable Management Box \u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \u2013 Safe ABS Material and Baby-Pets Proof Lock (White)", "asin": "B08JC55TTL", "price": "$25.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android", "asin": "B077G9SGY4", "price": "$6.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White", "asin": "B09BKHHL5H", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack", "asin": "B0DJWQHD87", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)", "asin": "B007IUOG5A", "price": "$9.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL", "asin": "B0BJQJS77D", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White", "asin": "B0CSYPGDDR", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\"-30\", Rotates 180, for Behind Couches", "asin": "B0F1YGNXKR", "price": "$19.99", "delivery": "$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon."},
{"title": "Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter", "asin": "B0BZS8TXMD", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter", "asin": "B0D1XF678H", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)", "asin": "B089YX8T89", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed", "asin": "B09SG2Q23M", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle", "asin": "B0995MV494", "price": "$5.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\uff0cWhite", "asin": "B09NY3RSJ2", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\uff08Black\uff09", "asin": "B0DLBD2TVQ", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof", "asin": "B0DRV6P7C6", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4", "asin": "B08HQBM4JX", "price": "$7.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials", "asin": "B0B5CNGKRH", "price": "$16.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android", "asin": "B07P9PYDKL", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)", "asin": "B0CTHSZ5ND", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)", "asin": "B08YR5XF6L", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)", "asin": "B08N422Y1P", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel", "asin": "B08XZNCHHD", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials", "asin": "B09KXK94D6", "price": "$12.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy", "asin": "B0D5GTP2Q7", "price": "$18.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White", "asin": "B0BTY8Y5VW", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black", "asin": "B0DGLMCNBP", "price": "$15.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby", "asin": "B08FBNKDKB", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords", "asin": "B07S8DZ1T5", "price": "$21.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung", "asin": "B082XWKH1R", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black", "asin": "B08CMQHYLL", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A", "asin": "B08LGRN2NR", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)", "asin": "B00C3YD0QM", "price": "$8.62", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults", "asin": "B0BPNJVYS4", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black", "asin": "B0DHRV741G", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black", "asin": "B0CQ4KFS7M", "price": "$12.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters", "asin": "B07V5S7M2Q", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\uff0cWhite", "asin": "B08B46GBSY", "price": "$22.94", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials", "asin": "B0BR3QLZTQ", "price": "$13.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL", "asin": "B0CNPVWGJ1", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black", "asin": "B0BW3H3KZZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:12:50.063Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:12:50.063Z\",\"action\": \"input\",\"acion_argument\": \"vga to \",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:12:50.063Z\",\"action\": \"input\",\"acion_argument\": \"vga to \",}</answer>",
"index": 1012,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"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\": \"plug box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room\", \"asin\": \"B0BKPGG9T9\", \"price\": \"$17.09\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies\", \"asin\": \"B08TWFTY13\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SockitBox \\u2013 The Original Weatherproof Connection Box \\u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \\u2013 Medium \\u2013 Black\", \"asin\": \"B00274SLK8\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad\", \"asin\": \"B09N99CLB2\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office\", \"asin\": \"B0CBJXHGLP\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones\", \"asin\": \"B07TK6MPNB\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)\", \"asin\": \"B08R6S1M1K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Large Cable Management Box \\u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \\u2013 Safe ABS Material and Baby-Pets Proof Lock (White)\", \"asin\": \"B08JC55TTL\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android\", \"asin\": \"B077G9SGY4\", \"price\": \"$6.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White\", \"asin\": \"B09BKHHL5H\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack\", \"asin\": \"B0DJWQHD87\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)\", \"asin\": \"B007IUOG5A\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL\", \"asin\": \"B0BJQJS77D\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White\", \"asin\": \"B0CSYPGDDR\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\\\"-30\\\", Rotates 180, for Behind Couches\", \"asin\": \"B0F1YGNXKR\", \"price\": \"$19.99\", \"delivery\": \"$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon.\"},\n{\"title\": \"Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter\", \"asin\": \"B0BZS8TXMD\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter\", \"asin\": \"B0D1XF678H\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\\uff08Black\\uff09\", \"asin\": \"B0DLBD2TVQ\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof\", \"asin\": \"B0DRV6P7C6\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4\", \"asin\": \"B08HQBM4JX\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android\", \"asin\": \"B07P9PYDKL\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:50.063Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 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10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:50.144Z\", // 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
|
2025-04-14T05:12:50.144Z
|
click
|
suggested_term
|
rule
|
train
| 1,013 |
2025-04-14T05:12:50.144Z
|
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": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "vga to "}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "quantity": ""},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room", "asin": "B0BKPGG9T9", "price": "$17.09", "quantity": ""},
{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "quantity": ""},
{"title": "Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies", "asin": "B08TWFTY13", "price": "$14.44", "quantity": ""},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "quantity": ""}],
"search_results": [{"title": "Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room", "asin": "B092SB6PNZ", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SockitBox \u2013 The Original Weatherproof Connection Box \u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \u2013 Medium \u2013 Black", "asin": "B00274SLK8", "price": "$23.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad", "asin": "B09N99CLB2", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office", "asin": "B0CBJXHGLP", "price": "$21.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones", "asin": "B07TK6MPNB", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "2 Pack Large Cable Management Box \u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \u2013 Safe ABS Material and Baby-Pets Proof Lock (White)", "asin": "B08JC55TTL", "price": "$25.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android", "asin": "B077G9SGY4", "price": "$6.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White", "asin": "B09BKHHL5H", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack", "asin": "B0DJWQHD87", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)", "asin": "B007IUOG5A", "price": "$9.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL", "asin": "B0BJQJS77D", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones", "asin": "B0BNWWFDJL", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White", "asin": "B0CSYPGDDR", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\"-30\", Rotates 180, for Behind Couches", "asin": "B0F1YGNXKR", "price": "$19.99", "delivery": "$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon."},
{"title": "Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter", "asin": "B0BZS8TXMD", "price": "$6.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter", "asin": "B0D1XF678H", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)", "asin": "B089YX8T89", "price": "$25.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials", "asin": "B08B3986P8", "price": "$11.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed", "asin": "B09SG2Q23M", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle", "asin": "B0995MV494", "price": "$5.09", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\uff0cWhite", "asin": "B09NY3RSJ2", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\uff08Black\uff09", "asin": "B0DLBD2TVQ", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof", "asin": "B0DRV6P7C6", "price": "$35.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4", "asin": "B08HQBM4JX", "price": "$7.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials", "asin": "B0B5CNGKRH", "price": "$16.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android", "asin": "B07P9PYDKL", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in Length - Small, White", "asin": "B00846E7JW", "price": "$22.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home", "asin": "B0BYCQTVH7", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)", "asin": "B0CTHSZ5ND", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)", "asin": "B08YR5XF6L", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)", "asin": "B08N422Y1P", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel", "asin": "B08XZNCHHD", "price": "$8.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials", "asin": "B09KXK94D6", "price": "$12.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy", "asin": "B0D5GTP2Q7", "price": "$18.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White", "asin": "B0BTY8Y5VW", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black", "asin": "B0DGLMCNBP", "price": "$15.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby", "asin": "B08FBNKDKB", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords", "asin": "B07S8DZ1T5", "price": "$21.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung", "asin": "B082XWKH1R", "price": "$11.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black", "asin": "B08CMQHYLL", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A", "asin": "B08LGRN2NR", "price": "$16.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)", "asin": "B00C3YD0QM", "price": "$8.62", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room", "asin": "B092QT9KSM", "price": "$15.29", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults", "asin": "B0BPNJVYS4", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black", "asin": "B0DHRV741G", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black", "asin": "B0CQ4KFS7M", "price": "$12.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters", "asin": "B07V5S7M2Q", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\uff0cWhite", "asin": "B08B46GBSY", "price": "$22.94", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials", "asin": "B0BR3QLZTQ", "price": "$13.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL", "asin": "B0CNPVWGJ1", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black", "asin": "B0BW3H3KZZ", "price": "$5.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:12:50.144Z", // 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\": \"2025-04-14T05:12:50.144Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:12:50.144Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 1013,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vga to \"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector 8 Outlet Extender, TESSAN Multi Outlet Splitter with 3 USB Wall Charger (1 USB C Port), 3-Sided Multiple Plug Power Strip 1700J, Charging Station for Home Office Dorm Room\", \"asin\": \"B0BKPGG9T9\", \"price\": \"$17.09\", \"quantity\": \"\"},\n{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"quantity\": \"\"},\n{\"title\": \"Surge Protector Wall Charger, 12 Wide AC Outlets Power Strip, 4 Ports USB Charging Blocks, Multiple Plug Adapter Wall Mount, Plug Extender Heavy Duty, Outlet Splitter for Home, Office Supplies\", \"asin\": \"B08TWFTY13\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Multi Plug Outlet Extender, USB C Wall Charger, TESSAN Wall Plug Splitter with 5 Outlets and 3 USB, Electrical Power Expander with Surge Protector Spaced for Home Office Dorm Room\", \"asin\": \"B092SB6PNZ\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SockitBox \\u2013 The Original Weatherproof Connection Box \\u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \\u2013 Medium \\u2013 Black\", \"asin\": \"B00274SLK8\", \"price\": \"$23.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"iPhone 16/15 Fast Charger Block, USB Type C Wall Charger 2Pack 20W PD Charging Brick Power Adapter Plug Box for Apple iPhone 16 Pro Max/iPhone 15 Plus/iPhone 14 Pro Max/14 Plus/13 Pro/12 Pro/Mini/iPad\", \"asin\": \"B09N99CLB2\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet, USB Wall Charger, Surge Protector, 7 Outlet Extender with 4 USB Charging Ports (2 USB C) 1680J Power Strips Outlets with Night Light, Wall Plug Adapter Spaced for Home Travel Office\", \"asin\": \"B0CBJXHGLP\", \"price\": \"$21.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, LUOATIP 3-Pack 2.1A 5V Dual Port Cube Power Adapter Plug Block Charging Box Brick for iPhone 13 12 11 Pro Max SE XS XR X 8 7 6 6S Plus, Galaxy, LG, Moto, Android Phones\", \"asin\": \"B07TK6MPNB\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)\", \"asin\": \"B08R6S1M1K\", \"price\": \"$9.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"2 Pack Large Cable Management Box \\u2013 Wooden Style Cord Organizer and Cover for TV Wires, Computer, Router, USB Hub and Under Desk Power Strip \\u2013 Safe ABS Material and Baby-Pets Proof Lock (White)\", \"asin\": \"B08JC55TTL\", \"price\": \"$25.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger, FiveBox 2Pack Dual Port 2.1Amp Fast Brick Base Adapter Charging Block Charger Cube Plug Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Pro X 6 6S 7 8 Plus, iPad, Samsung, Android\", \"asin\": \"B077G9SGY4\", \"price\": \"$6.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White\", \"asin\": \"B09BKHHL5H\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"40W USB C Charging Block, 4 USB C Ports, Type C Wall Plug Fast Charger Cube, Power Adapter Box for iPhone 16, 15, 14, 13, 12, 11, Galaxy Phones, Watch, Tablet, Smartphones - 2Pack\", \"asin\": \"B0DJWQHD87\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)\", \"asin\": \"B007IUOG5A\", \"price\": \"$9.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - QINLIANF Multi Plug Outlet with Rotating Plug, 3-Sided Swivel Power Strip with 6 AC Spaced Outlet Splitter and 3 USB Ports (1 USB C) for Travel, Home, Office,ETL\", \"asin\": \"B0BJQJS77D\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"40W USB C Charger Cube, 2-Pack Wall Plug Fast Charging Block, 4-Port PD+QC Power Adapter Multiport Brick Type C Box for iPhone 16/15/14/13/12/11/Pro Max/XS/XR/8/7, Tablets, Cellphones\", \"asin\": \"B0BNWWFDJL\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"5Pack USB Wall Charger, iGENJUN 2.4A Dual USB Port Cube Power Plug Adapter Fast Phone Charger Block Charging Box Brick for iPhone 15/15 Pro/15 Pro Max/14, Samsung Galaxy, Pixel, LG, Android-White\", \"asin\": \"B0CSYPGDDR\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Socket Outlet Extender, Extendable Outlet Box Plug, Features USB-A, USB-C, and 2 AC Outlets, Extends 22\\\"-30\\\", Rotates 180, for Behind Couches\", \"asin\": \"B0F1YGNXKR\", \"price\": \"$19.99\", \"delivery\": \"$5.99 delivery Apr 23 - May 2 Only 20 left in stock - order soon.\"},\n{\"title\": \"Foldable Multi Plug Outlet Extender, Olcorife 2 Prong & 3 Prong Outlet Adapter, Cruise Essentials Power Strip with 4AC 4USB Ports, US/Canada/Japan/China Travel Plug Adapter\", \"asin\": \"B0BZS8TXMD\", \"price\": \"$6.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Extender 2pack, Multiple Outlet Splitter, 3 Outlet Grounding Wall Adapter, Multi Plug Wall Outlet, Multiple Plugs in One Outlet, Cruise Essentials, Electrical Wall Outlet Splitter\", \"asin\": \"B0D1XF678H\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Charger Block, TESSAN Wall Plug Adapter with Electrical 4 Box Splitter 3 USB Wall Charger Ports, Multi Plug Outlet Extender Charging for Cruise, Travel, Office, Dorm Essentials\", \"asin\": \"B08B3986P8\", \"price\": \"$11.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip (2100J), Anker 12 Outlets with 1 USB C and 2 USB Ports foriPhone 15/15 Plus/15 Pro/15 Pro Max, 5ft Extension Cord, Flat Plug, 20W USB C Charging for Home, Office,TUV Listed\", \"asin\": \"B09SG2Q23M\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB Wall Charger,Small iPhone Charger Box,Travel Plug Cube 5W Power Adapter for iPhone SE 2020/12 Pro Max/11 Pro Max/XR/X/8 Plus/7/6S/6S/6/5,Galaxy S7/S6/S5 Edge,LG,HTC,Huawei,Moto,Kindle\", \"asin\": \"B0995MV494\", \"price\": \"$5.09\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"3 Pack USB C Wall Charger, 20W Durable Dual Port QC+PD 3.0 Power Adapter, Double Fast Plug Charging Block for iPhone 13/14/15/16/16 Pro/Pro Max/Plus, XS/XR/X, Watch Series 8/7 Cube\\uff0cWhite\", \"asin\": \"B09NY3RSJ2\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Marsui 2 Pcs Cable Management Box Cord Hider Box Cord Organizer with 46 Pcs Cable Management Kit Wire Box for Power Strips Surge Protectors Desk TV Computer Wires Home Office\\uff08Black\\uff09\", \"asin\": \"B0DLBD2TVQ\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2PC Acrylic Plug Organizer Upgrade,Cable Management Box with Lock,Cable Organizer Box for Surge Protector Power Strip,TV Computer,Cable Wires of Home,Office,Child and Pet Proof\", \"asin\": \"B0DRV6P7C6\", \"price\": \"$35.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Wall Charger Cube,1A/5V Single Port USB Plug 3 Pack Travel Black Charging Block Box Adapter Compatible Phone,Samsung Galaxy S24 S23 A21 A51 A71 S20 S10 S9 S8,A10e,Note20/10,Moto G7 G6,LG Stylo 6/5/4\", \"asin\": \"B08HQBM4JX\", \"price\": \"$7.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flat Plug Surge Protector Power Strip, TESSAN 5 ft Ultra Thin Extension Cord with 3 USB Wall Charger(1 USB C Port), 4 Outlets Slim Desk Charging Station for Travel, Office, Dorm Room Essentials\", \"asin\": \"B0B5CNGKRH\", \"price\": \"$16.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB Wall Charger Adapter, FiveBox 5Pack 2.1Amp Fast Dual Port Wall USB Plug Charging Block Charger Brick Cube Box for iPhone 16e 16 Pro Max 15 14 13 12 11 Xs XR X 8 7, Samsung, Android\", \"asin\": \"B07P9PYDKL\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Holder, Floor Outlet Hider, Desk Cord Organizer, Cover TV Wires, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in Length - Small, White\", \"asin\": \"B00846E7JW\", \"price\": \"$22.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip with Cable Management Box, Redagod Surge Protector 8 Outlets and 3 USB Ports with Switch Control, 6.6 ft Flat Plug Extension Cord, Organizer Charging Station for Kitchen, Dorm, Office,Home\", \"asin\": \"B0BYCQTVH7\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Changsuo Small Cable Management Box with Bamboo Lid for Extension Cord Power Stripe Surge Protector Wire Concealer Organizer Cover Hider (White)\", \"asin\": \"B08YR5XF6L\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Outlet Extender Surge Protector - with Rotating Plug, 6 AC Multi Plug and 3 USB Ports (1 C), 1800 Joules, 3-Sided Swivel Power Strip Spaced Splitter for Home, Office, Travel\", \"asin\": \"B08XZNCHHD\", \"price\": \"$8.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender, TESSAN Multi Plug Splitter with 4 Electrical Outlets 3 USB Ports(1 USB C), Multiple Plug Mini Wall Expander for Home Bathroom Office Dorm Room Essentials\", \"asin\": \"B09KXK94D6\", \"price\": \"$12.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Wall Charger Block, 2Pack 50W 5-Port C Charger Fast Charging Block PD Power Adapter +QC 3.0 Multiport Type C Box Brick Cube USB A Wall Plug for iPhone 16/15/14 Pro Max Plus, iPad,Samsung Galaxy\", \"asin\": \"B0D5GTP2Q7\", \"price\": \"$18.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LIDER Flat-Face Outlet Extender with 3 Receptacles, Ultra-Thin Wall Plate Plug with Cord Extender and 3-Outlet Power Strip, 3ft Cord, LWE3-315-W, White\", \"asin\": \"B0BTY8Y5VW\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sleek Socket Original & Patented Ultra-Thin Outlet Concealer with Cord Concealer Kit, Flat Extension Cord with Multi Outlets Power Strip, Ideal for Home Improvement, Hide Bulky and Messy Cords\", \"asin\": \"B07S8DZ1T5\", \"price\": \"$21.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Wall Charger, Cube Charger 2 Port Charging Box 4Pack 2.1A/5V Home Travel Charger Plug USB Power Adapter Charging Station Base for iPhone 16 15 14 13 12 11 Pro Max XR XS X 8 7 Plus, Pad, Samsung\", \"asin\": \"B082XWKH1R\", \"price\": \"$11.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wall Adapter 10 Pack,UorMe 1A 5V Single Port Charger Power USB Plug Charging Cube Block Box Compatible iPhone 14 13 12 SE 11, Galaxy S23 Ultra S22 S21 FE S10e S9 A13 A03s A71 A51 Note20 Google 8A 7A\", \"asin\": \"B08LGRN2NR\", \"price\": \"$16.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SIGMA ENGINEERED SOLUTIONS 14250 Weatherproof Metal Electrical Outlet Box, 1-Gang, (3) 1/2-Inch Holes (Gray)\", \"asin\": \"B00C3YD0QM\", \"price\": \"$8.62\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Multi Plug Outlet Extender, TESSAN Surge Protector Splitter with 3 USB (1 USB C Port) Wall Charger, Multiple Expander for Travel, Home, College Dorm Room\", \"asin\": \"B092QT9KSM\", \"price\": \"$15.29\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB Multi Plug Outlet Extender - YISHU Surge Protector with Rotating Plug, 6 AC Plug Extender with 3 USB Ports, 3-Sided Swivel Power Strip Best Ideal Stocking Stuffers for Adults\", \"asin\": \"B0BPNJVYS4\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Outdoor Extension Cord Box, Large Waterproof Electrical Cord Box Plug Protector Cable Connection Safety Cover IP54 Water-Resistant for Power Strip, Holiday Light and Decorations, Black\", \"asin\": \"B0CQ4KFS7M\", \"price\": \"$12.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"YECAYE 2 Pack Cable Management Box, Pet Friendly Cord Organizer Box for Home & Office, Child-Proof Cable and Power Strip Protector Box, Wire Hider and Cord Organizer for Desk\\uff0cWhite\", \"asin\": \"B08B46GBSY\", \"price\": \"$22.94\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Multi Plug Outlet Splitter with USB, TESSAN 4 Electrical Outlet Extender Surge Protector with 3 USB Wall Charger Blocks, Multiple Plug Expander Box for Home Office Dorm Room Essentials\", \"asin\": \"B0BR3QLZTQ\", \"price\": \"$13.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector, 8 Outlets with 4 USB Charging Ports(2 USB C), 3 Side Outlet Extender with 5 Ft Braided Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station for Home Office ETL\", \"asin\": \"B0CNPVWGJ1\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:12:50.144Z\", // 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\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"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\": \"vga to usb c\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"USB C to VGA Cable 3.3FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\\u3001Displays and Projectors\", \"asin\": \"B0DDC55V13\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector\", \"asin\": \"B0CKP7STGK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Adapter, USB-C to HDMI 4K Multiport Adapter for MacBook Pro/MacBook Air/ipad Pro/Dell XPS/Nintendo Switch with Thunderbolt 3 Port\", \"asin\": \"B07R7SM2S9\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"USB C Hub Multiport USB C Adapter for MacBook Pro 2023 2022 2021 2020,USB C Hub USB C to HDMI VGA SD TF Card Reader 3USB 3.0 and USB C Power Pass-Through Port\", \"asin\": \"B07MP9P6B7\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"VCOM USB C to HDMI VAG Adapter, 5-in-1 USB C Hub with 100W Power Delivery, 4K HDMI, 1080P VGA, USB 3.0 Port, OTG Adapter Compatible with MacBook Air, iPad Pro, Dell XPS, Surface Pro (Grey)\", \"asin\": \"B09P3HYMHS\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Cable 3.3FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\\u3001Displays and Projectors\", \"asin\": \"B0DDC55V13\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"USB C Hub Multiport USB C Adapter for MacBook Pro 2023 2022 2021 2020,USB C Hub USB C to HDMI VGA SD TF Card Reader 3USB 3.0 and USB C Power Pass-Through Port\", \"asin\": \"B07MP9P6B7\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Adapter, USB-C to HDMI 4K Multiport Adapter for MacBook Pro/MacBook Air/ipad Pro/Dell XPS/Nintendo Switch with Thunderbolt 3 Port\", \"asin\": \"B07R7SM2S9\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector\", \"asin\": \"B0CKP7STGK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Thunderbolt 3 USB-C to VGA Adapter - Gold-Plated Connector, USB3.1 Type C to VGA for MacBook Pro, Dell XPS 13, Chromebook Pixel, Yoga 910, Miix 510, Surface Go (Black)\", \"asin\": \"B07L56CFR4\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Aluminum USB 3.1 Type-C to VGA Adapter, Gray, 1.65 x 1.38 x 0.63in\", \"asin\": \"B0898C42NW\", \"price\": \"$3.92\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Cable 6.6FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\\u3001Displays and Projectors\", \"asin\": \"B0DDC3TXMX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Amazon Basics Aluminum USB 3.1 Type-C to VGA Adapter, Gray, 1.65 x 1.38 x 0.63in\", \"asin\": \"B0898C42NW\", \"price\": \"$3.92\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BENFEI USB C HUB 4-in-1, USB Type-C to HDMI VGA Adapter, USB C to USB Adapter, USB Type-C Power Delivery, Compatible with iPhone 15 Pro/Max, MacBook Pro/Air 2023, iPad Pro, iMac, S23, XPS 17\", \"asin\": \"B08GKTG5JP\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BENFEI USB C to VGA 6 Feet Cable, USB Type-C to VGA Cable [Thunderbolt 3/4 Compatible] with iPhone 15 Pro/Max, MacBook Pro/Air 2023, iPad Pro, iMac, S23, XPS 17, Surface Book 3 and More\", \"asin\": \"B07HF9BQJD\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Cable 3FT, USB Type-C to VGA Male to Male Adapter Cord Thunderbolt 3 Compatible VGA to USB-C Cable for iPhone 15 Pro, MacBook Pro/Air, iPad Pro, Surface Book 3, Galaxy S23, More\", \"asin\": \"B0BYN28GGX\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector\", \"asin\": \"B0CKP7STGK\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BENFEI USB C to VGA Adapter, Thunderbolt 3/4 to VGA Adapter Compatible with iPhone 15 Pro/Max, MacBook Pro/Air 2023, iPad Pro, iMac, S23, XPS 17, Surface Book 3 and More [Aluminium Shell,Grey]\", \"asin\": \"B076X2XS9R\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB C to VGA Cable 6.6FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\\u3001Displays and Projectors\", \"asin\": \"B0DDC3TXMX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB-C To VGA,CableDeconn Thunderbolt 3 Type C to VGA Male Converter Adapter Cable 1.8M\", \"asin\": \"B06XFXZTCZ\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Elebase USB C to VGA Adapter for Macbook Pro/Monitor,Type-C (Thunderbolt 3/4) to VGA (15 Pin)Video Cable Converter for Chromebook,Apple iPhone 16 15 Max Plus,Mac Air,iPad,iMac,Dell XPS,Surface Book,HP\", \"asin\": \"B0DB593KBL\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Adapter, USB-C to HDMI 4K Multiport Adapter for MacBook Pro/MacBook Air/ipad Pro/Dell XPS/Nintendo Switch with Thunderbolt 3 Port\", \"asin\": \"B07R7SM2S9\", \"price\": \"$19.91\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Acer USB C Hub with 4k HDMI, 9-in-1 USB C to Ethernet Adapter, 5Gbps USBA 3.0 Docking Station, VGA Splitter, SD Card Reader, PD 100W Charging for MacBook, Acer, Laptops, Surface and More\", \"asin\": \"B0CQSZYWT8\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C to VGA Adatper for Monitor, VGA to USB C Adapter Cable, Type C Converter Compatible with MacBook Pro, MacBook Air, iPad Pro, Phone, Projector, TV (Gold,7in)\", \"asin\": \"B0CKNZ57LT\", \"price\": \"$6.65\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Apple USB-C VGA Multiport Adapter\", \"asin\": \"B00VU2NHVG\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB C to VGA Adatper for Monitor, Thunderbolt 3 Multi-Display Video Converter Cable for MacBook Pro iPad Chromebook Surface and More Type C Laptop Tablet Android Phone\", \"asin\": \"B093SP9BYR\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Hub Multiport USB C Adapter for MacBook Pro 2023 2022 2021 2020,USB C Hub USB C to HDMI VGA SD TF Card Reader 3USB 3.0 and USB C Power Pass-Through Port\", \"asin\": \"B07MP9P6B7\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"acer USB C to VGA Adapter, Thunderbolt 3/4 to VGA, Aluminum Shell, Compatible with iPhone 15/16, MacBook Pro/Air 2023, iPad Pro/Air, iMac, XPS 17, for Monitor/Projector Display Expansion\", \"asin\": \"B0D5R6W9P8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Plugable USB C to VGA Cable 6 Feet - Driverless Connect Thunderbolt 4, Thunderbolt 3, USB4, or USB-C Device to VGA Displays 1920x1080@60Hz, (Compatible with iPhone 15, MacBook Pro, Dell XPS) 1.8m\", \"asin\": \"B072DX5Z5S\", \"price\": \"$15.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector\", \"asin\": \"B0CKP7STGK\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Cable 10FT, Type C to VGA Cord (Thunderbolt 3/4) Compatible with iPhone 15/16 Pro/Max, S9-S25+, MacBook Pro Series, iPad Pro, Surface, XPS 17 15 13, Yoga 920 910 and More\", \"asin\": \"B09XMY9ZLL\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ACASIS USB C Docking Station Dual Monitors,Laptop Docking Station with Dual HDMI 4K@60HZ,1*VGA 1080P@60HZ,2 * 5G USB A,1 * 5G USB C,3.5MM Audio,PD100W;8 in 1 USB C Dock for MacBook M4/M3/M2/M1/Windows\", \"asin\": \"B0DN9CVD66\", \"price\": \"$26.59\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:14:43.724Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:14:43.724Z
|
click_product
|
B0898C42NW
|
rule
|
train
| 1,014 |
2025-04-14T05:14:43.724Z
|
click_product
|
B0898C42NW
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "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": "vga to usb c"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "USB C to VGA Cable 3.3FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\u3001Displays and Projectors", "asin": "B0DDC55V13", "price": "$13.99", "quantity": ""},
{"title": "USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector", "asin": "B0CKP7STGK", "price": "$7.99", "quantity": ""},
{"title": "USB C to VGA Adapter, USB-C to HDMI 4K Multiport Adapter for MacBook Pro/MacBook Air/ipad Pro/Dell XPS/Nintendo Switch with Thunderbolt 3 Port", "asin": "B07R7SM2S9", "price": "$19.91", "quantity": ""},
{"title": "USB C Hub Multiport USB C Adapter for MacBook Pro 2023 2022 2021 2020,USB C Hub USB C to HDMI VGA SD TF Card Reader 3USB 3.0 and USB C Power Pass-Through Port", "asin": "B07MP9P6B7", "price": "$26.99", "quantity": ""},
{"title": "VCOM USB C to HDMI VAG Adapter, 5-in-1 USB C Hub with 100W Power Delivery, 4K HDMI, 1080P VGA, USB 3.0 Port, OTG Adapter Compatible with MacBook Air, iPad Pro, Dell XPS, Surface Pro (Grey)", "asin": "B09P3HYMHS", "price": "$16.99", "quantity": ""},
{"title": "USB C to VGA Cable 3.3FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\u3001Displays and Projectors", "asin": "B0DDC55V13", "price": "$13.99", "quantity": ""},
{"title": "USB C Hub Multiport USB C Adapter for MacBook Pro 2023 2022 2021 2020,USB C Hub USB C to HDMI VGA SD TF Card Reader 3USB 3.0 and USB C Power Pass-Through Port", "asin": "B07MP9P6B7", "price": "$26.99", "quantity": ""},
{"title": "USB C to VGA Adapter, USB-C to HDMI 4K Multiport Adapter for MacBook Pro/MacBook Air/ipad Pro/Dell XPS/Nintendo Switch with Thunderbolt 3 Port", "asin": "B07R7SM2S9", "price": "$19.91", "quantity": ""},
{"title": "USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector", "asin": "B0CKP7STGK", "price": "$7.99", "quantity": ""},
{"title": "Thunderbolt 3 USB-C to VGA Adapter - Gold-Plated Connector, USB3.1 Type C to VGA for MacBook Pro, Dell XPS 13, Chromebook Pixel, Yoga 910, Miix 510, Surface Go (Black)", "asin": "B07L56CFR4", "price": "$7.99", "quantity": ""}],
"search_results": [{"title": "Amazon Basics Aluminum USB 3.1 Type-C to VGA Adapter, Gray, 1.65 x 1.38 x 0.63in", "asin": "B0898C42NW", "price": "$3.92", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C to VGA Cable 6.6FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\u3001Displays and Projectors", "asin": "B0DDC3TXMX", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Amazon Basics Aluminum USB 3.1 Type-C to VGA Adapter, Gray, 1.65 x 1.38 x 0.63in", "asin": "B0898C42NW", "price": "$3.92", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "BENFEI USB C HUB 4-in-1, USB Type-C to HDMI VGA Adapter, USB C to USB Adapter, USB Type-C Power Delivery, Compatible with iPhone 15 Pro/Max, MacBook Pro/Air 2023, iPad Pro, iMac, S23, XPS 17", "asin": "B08GKTG5JP", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "BENFEI USB C to VGA 6 Feet Cable, USB Type-C to VGA Cable [Thunderbolt 3/4 Compatible] with iPhone 15 Pro/Max, MacBook Pro/Air 2023, iPad Pro, iMac, S23, XPS 17, Surface Book 3 and More", "asin": "B07HF9BQJD", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C to VGA Cable 3FT, USB Type-C to VGA Male to Male Adapter Cord Thunderbolt 3 Compatible VGA to USB-C Cable for iPhone 15 Pro, MacBook Pro/Air, iPad Pro, Surface Book 3, Galaxy S23, More", "asin": "B0BYN28GGX", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector", "asin": "B0CKP7STGK", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "BENFEI USB C to VGA Adapter, Thunderbolt 3/4 to VGA Adapter Compatible with iPhone 15 Pro/Max, MacBook Pro/Air 2023, iPad Pro, iMac, S23, XPS 17, Surface Book 3 and More [Aluminium Shell,Grey]", "asin": "B076X2XS9R", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB C to VGA Cable 6.6FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\u3001Displays and Projectors", "asin": "B0DDC3TXMX", "price": "$14.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB-C To VGA,CableDeconn Thunderbolt 3 Type C to VGA Male Converter Adapter Cable 1.8M", "asin": "B06XFXZTCZ", "price": "$10.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Elebase USB C to VGA Adapter for Macbook Pro/Monitor,Type-C (Thunderbolt 3/4) to VGA (15 Pin)Video Cable Converter for Chromebook,Apple iPhone 16 15 Max Plus,Mac Air,iPad,iMac,Dell XPS,Surface Book,HP", "asin": "B0DB593KBL", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C to VGA Adapter, USB-C to HDMI 4K Multiport Adapter for MacBook Pro/MacBook Air/ipad Pro/Dell XPS/Nintendo Switch with Thunderbolt 3 Port", "asin": "B07R7SM2S9", "price": "$19.91", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Acer USB C Hub with 4k HDMI, 9-in-1 USB C to Ethernet Adapter, 5Gbps USBA 3.0 Docking Station, VGA Splitter, SD Card Reader, PD 100W Charging for MacBook, Acer, Laptops, Surface and More", "asin": "B0CQSZYWT8", "price": "$27.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "USB C to VGA Adatper for Monitor, VGA to USB C Adapter Cable, Type C Converter Compatible with MacBook Pro, MacBook Air, iPad Pro, Phone, Projector, TV (Gold,7in)", "asin": "B0CKNZ57LT", "price": "$6.65", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Apple USB-C VGA Multiport Adapter", "asin": "B00VU2NHVG", "price": "$47.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB C to VGA Adatper for Monitor, Thunderbolt 3 Multi-Display Video Converter Cable for MacBook Pro iPad Chromebook Surface and More Type C Laptop Tablet Android Phone", "asin": "B093SP9BYR", "price": "$6.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C Hub Multiport USB C Adapter for MacBook Pro 2023 2022 2021 2020,USB C Hub USB C to HDMI VGA SD TF Card Reader 3USB 3.0 and USB C Power Pass-Through Port", "asin": "B07MP9P6B7", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "acer USB C to VGA Adapter, Thunderbolt 3/4 to VGA, Aluminum Shell, Compatible with iPhone 15/16, MacBook Pro/Air 2023, iPad Pro/Air, iMac, XPS 17, for Monitor/Projector Display Expansion", "asin": "B0D5R6W9P8", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Plugable USB C to VGA Cable 6 Feet - Driverless Connect Thunderbolt 4, Thunderbolt 3, USB4, or USB-C Device to VGA Displays 1920x1080@60Hz, (Compatible with iPhone 15, MacBook Pro, Dell XPS) 1.8m", "asin": "B072DX5Z5S", "price": "$15.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector", "asin": "B0CKP7STGK", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "USB C to VGA Cable 10FT, Type C to VGA Cord (Thunderbolt 3/4) Compatible with iPhone 15/16 Pro/Max, S9-S25+, MacBook Pro Series, iPad Pro, Surface, XPS 17 15 13, Yoga 920 910 and More", "asin": "B09XMY9ZLL", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "ACASIS USB C Docking Station Dual Monitors,Laptop Docking Station with Dual HDMI 4K@60HZ,1*VGA 1080P@60HZ,2 * 5G USB A,1 * 5G USB C,3.5MM Audio,PD100W;8 in 1 USB C Dock for MacBook M4/M3/M2/M1/Windows", "asin": "B0DN9CVD66", "price": "$26.59", "delivery": " Two-Day FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:14:43.724Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:14:43.724Z\",\"action\": \"click_product\",\"acion_argument\": \"B0898C42NW\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:14:43.724Z\",\"action\": \"click_product\",\"acion_argument\": \"B0898C42NW\",}</answer>",
"index": 1014,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"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\": \"vga to usb c\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"USB C to VGA Cable 3.3FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\\u3001Displays and Projectors\", \"asin\": \"B0DDC55V13\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector\", \"asin\": \"B0CKP7STGK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Adapter, USB-C to HDMI 4K Multiport Adapter for MacBook Pro/MacBook Air/ipad Pro/Dell XPS/Nintendo Switch with Thunderbolt 3 Port\", \"asin\": \"B07R7SM2S9\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"USB C Hub Multiport USB C Adapter for MacBook Pro 2023 2022 2021 2020,USB C Hub USB C to HDMI VGA SD TF Card Reader 3USB 3.0 and USB C Power Pass-Through Port\", \"asin\": \"B07MP9P6B7\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"VCOM USB C to HDMI VAG Adapter, 5-in-1 USB C Hub with 100W Power Delivery, 4K HDMI, 1080P VGA, USB 3.0 Port, OTG Adapter Compatible with MacBook Air, iPad Pro, Dell XPS, Surface Pro (Grey)\", \"asin\": \"B09P3HYMHS\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Cable 3.3FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\\u3001Displays and Projectors\", \"asin\": \"B0DDC55V13\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"USB C Hub Multiport USB C Adapter for MacBook Pro 2023 2022 2021 2020,USB C Hub USB C to HDMI VGA SD TF Card Reader 3USB 3.0 and USB C Power Pass-Through Port\", \"asin\": \"B07MP9P6B7\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Adapter, USB-C to HDMI 4K Multiport Adapter for MacBook Pro/MacBook Air/ipad Pro/Dell XPS/Nintendo Switch with Thunderbolt 3 Port\", \"asin\": \"B07R7SM2S9\", \"price\": \"$19.91\", \"quantity\": \"\"},\n{\"title\": \"USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector\", \"asin\": \"B0CKP7STGK\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Thunderbolt 3 USB-C to VGA Adapter - Gold-Plated Connector, USB3.1 Type C to VGA for MacBook Pro, Dell XPS 13, Chromebook Pixel, Yoga 910, Miix 510, Surface Go (Black)\", \"asin\": \"B07L56CFR4\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Amazon Basics Aluminum USB 3.1 Type-C to VGA Adapter, Gray, 1.65 x 1.38 x 0.63in\", \"asin\": \"B0898C42NW\", \"price\": \"$3.92\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Cable 6.6FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\\u3001Displays and Projectors\", \"asin\": \"B0DDC3TXMX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Amazon Basics Aluminum USB 3.1 Type-C to VGA Adapter, Gray, 1.65 x 1.38 x 0.63in\", \"asin\": \"B0898C42NW\", \"price\": \"$3.92\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BENFEI USB C HUB 4-in-1, USB Type-C to HDMI VGA Adapter, USB C to USB Adapter, USB Type-C Power Delivery, Compatible with iPhone 15 Pro/Max, MacBook Pro/Air 2023, iPad Pro, iMac, S23, XPS 17\", \"asin\": \"B08GKTG5JP\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BENFEI USB C to VGA 6 Feet Cable, USB Type-C to VGA Cable [Thunderbolt 3/4 Compatible] with iPhone 15 Pro/Max, MacBook Pro/Air 2023, iPad Pro, iMac, S23, XPS 17, Surface Book 3 and More\", \"asin\": \"B07HF9BQJD\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Cable 3FT, USB Type-C to VGA Male to Male Adapter Cord Thunderbolt 3 Compatible VGA to USB-C Cable for iPhone 15 Pro, MacBook Pro/Air, iPad Pro, Surface Book 3, Galaxy S23, More\", \"asin\": \"B0BYN28GGX\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector\", \"asin\": \"B0CKP7STGK\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"BENFEI USB C to VGA Adapter, Thunderbolt 3/4 to VGA Adapter Compatible with iPhone 15 Pro/Max, MacBook Pro/Air 2023, iPad Pro, iMac, S23, XPS 17, Surface Book 3 and More [Aluminium Shell,Grey]\", \"asin\": \"B076X2XS9R\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB C to VGA Cable 6.6FT, USB Type C to VGA Conversion 1080P@60Hz for Laptops, Mobile Phones, Tablets HDTV\\u3001Displays and Projectors\", \"asin\": \"B0DDC3TXMX\", \"price\": \"$14.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB-C To VGA,CableDeconn Thunderbolt 3 Type C to VGA Male Converter Adapter Cable 1.8M\", \"asin\": \"B06XFXZTCZ\", \"price\": \"$10.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Elebase USB C to VGA Adapter for Macbook Pro/Monitor,Type-C (Thunderbolt 3/4) to VGA (15 Pin)Video Cable Converter for Chromebook,Apple iPhone 16 15 Max Plus,Mac Air,iPad,iMac,Dell XPS,Surface Book,HP\", \"asin\": \"B0DB593KBL\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Adapter, USB-C to HDMI 4K Multiport Adapter for MacBook Pro/MacBook Air/ipad Pro/Dell XPS/Nintendo Switch with Thunderbolt 3 Port\", \"asin\": \"B07R7SM2S9\", \"price\": \"$19.91\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Acer USB C Hub with 4k HDMI, 9-in-1 USB C to Ethernet Adapter, 5Gbps USBA 3.0 Docking Station, VGA Splitter, SD Card Reader, PD 100W Charging for MacBook, Acer, Laptops, Surface and More\", \"asin\": \"B0CQSZYWT8\", \"price\": \"$27.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"USB C to VGA Adatper for Monitor, VGA to USB C Adapter Cable, Type C Converter Compatible with MacBook Pro, MacBook Air, iPad Pro, Phone, Projector, TV (Gold,7in)\", \"asin\": \"B0CKNZ57LT\", \"price\": \"$6.65\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Apple USB-C VGA Multiport Adapter\", \"asin\": \"B00VU2NHVG\", \"price\": \"$47.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB C to VGA Adatper for Monitor, Thunderbolt 3 Multi-Display Video Converter Cable for MacBook Pro iPad Chromebook Surface and More Type C Laptop Tablet Android Phone\", \"asin\": \"B093SP9BYR\", \"price\": \"$6.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C Hub Multiport USB C Adapter for MacBook Pro 2023 2022 2021 2020,USB C Hub USB C to HDMI VGA SD TF Card Reader 3USB 3.0 and USB C Power Pass-Through Port\", \"asin\": \"B07MP9P6B7\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"acer USB C to VGA Adapter, Thunderbolt 3/4 to VGA, Aluminum Shell, Compatible with iPhone 15/16, MacBook Pro/Air 2023, iPad Pro/Air, iMac, XPS 17, for Monitor/Projector Display Expansion\", \"asin\": \"B0D5R6W9P8\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Plugable USB C to VGA Cable 6 Feet - Driverless Connect Thunderbolt 4, Thunderbolt 3, USB4, or USB-C Device to VGA Displays 1920x1080@60Hz, (Compatible with iPhone 15, MacBook Pro, Dell XPS) 1.8m\", \"asin\": \"B072DX5Z5S\", \"price\": \"$15.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"USB C to VGA Cable 3ft, VGA to USB C Cable for Monitor, Compatible with MacBook Pro/Air, iPad Pro, Phone, Laptop, Projector\", \"asin\": \"B0CKP7STGK\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"USB C to VGA Cable 10FT, Type C to VGA Cord (Thunderbolt 3/4) Compatible with iPhone 15/16 Pro/Max, S9-S25+, MacBook Pro Series, iPad Pro, Surface, XPS 17 15 13, Yoga 920 910 and More\", \"asin\": \"B09XMY9ZLL\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ACASIS USB C Docking Station Dual Monitors,Laptop Docking Station with Dual HDMI 4K@60HZ,1*VGA 1080P@60HZ,2 * 5G USB A,1 * 5G USB C,3.5MM Audio,PD100W;8 in 1 USB C Dock for MacBook M4/M3/M2/M1/Windows\", \"asin\": \"B0DN9CVD66\", \"price\": \"$26.59\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:14:43.724Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vga+to+usb+c\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B0898C42NW\"},\n{\"title\": \"Amazon Basics Aluminum USB 3.1 Type-C to VGA Adapter, Gray, 1.65 x 1.38 x 0.63in\"},\n{\"price\": \"$3.92\"},\n{\"bullet_list\": \"Can be used to connect a device to a monitor or display; simply connect the USB-C end to any USB-C-enabled device and attach a VGA cable (not included) to the other end of the adapter Supports HD video resolutions up to 1920x1200 or 1080p Plug and play: Ready to use, right out of the box; no external software drivers required or power adapter needed Port Compatibility: Works with devices equipped with a USB-C or Thunderbolt 3 port Ultra-portable: Slim, compact size and lightweight aluminum housing for easy portability Warranty: Backed by an Amazon Basics 1-Year Limited Warranty\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1.65 x 1.38 x 0.63in\"},\n{\"Color\": \"Gray\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:16:22.264Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:16:22.264Z
|
purchase
|
B0898C42NW
|
rule
|
train
| 1,015 |
2025-04-14T05:16:22.264Z
|
purchase
|
B0898C42NW
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-07T00:30:27.337Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-07T00:34:12.982Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:35:01.100Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:18.585Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-07T00:36:27.964Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "vga+to+usb+c"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B0898C42NW"},
{"title": "Amazon Basics Aluminum USB 3.1 Type-C to VGA Adapter, Gray, 1.65 x 1.38 x 0.63in"},
{"price": "$3.92"},
{"bullet_list": "Can be used to connect a device to a monitor or display; simply connect the USB-C end to any USB-C-enabled device and attach a VGA cable (not included) to the other end of the adapter Supports HD video resolutions up to 1920x1200 or 1080p Plug and play: Ready to use, right out of the box; no external software drivers required or power adapter needed Port Compatibility: Works with devices equipped with a USB-C or Thunderbolt 3 port Ultra-portable: Slim, compact size and lightweight aluminum housing for easy portability Warranty: Backed by an Amazon Basics 1-Year Limited Warranty"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "1.65 x 1.38 x 0.63in"},
{"Color": "Gray"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:16:22.264Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:16:22.264Z\",\"action\": \"purchase\",\"acion_argument\": \"B0898C42NW\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:16:22.264Z\",\"action\": \"purchase\",\"acion_argument\": \"B0898C42NW\",}</answer>",
"index": 1015,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-07T00:30:27.337Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-07T00:34:12.982Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:35:01.100Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:18.585Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-07T00:36:27.964Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vga+to+usb+c\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B0898C42NW\"},\n{\"title\": \"Amazon Basics Aluminum USB 3.1 Type-C to VGA Adapter, Gray, 1.65 x 1.38 x 0.63in\"},\n{\"price\": \"$3.92\"},\n{\"bullet_list\": \"Can be used to connect a device to a monitor or display; simply connect the USB-C end to any USB-C-enabled device and attach a VGA cable (not included) to the other end of the adapter Supports HD video resolutions up to 1920x1200 or 1080p Plug and play: Ready to use, right out of the box; no external software drivers required or power adapter needed Port Compatibility: Works with devices equipped with a USB-C or Thunderbolt 3 port Ultra-portable: Slim, compact size and lightweight aluminum housing for easy portability Warranty: Backed by an Amazon Basics 1-Year Limited Warranty\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"1.65 x 1.38 x 0.63in\"},\n{\"Color\": \"Gray\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:16:22.264Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\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\": \"2025-04-14T05:20:35.488Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:20:35.488Z
|
click
|
other
|
rule
|
train
| 1,016 |
2025-04-14T05:20:35.488Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|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": "2025-04-14T05:20:35.488Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:20:35.488Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:20:35.488Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1016,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\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\": \"2025-04-14T05:20:35.488Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:20:59.727Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:20:59.727Z
|
click
|
other
|
rule
|
train
| 1,017 |
2025-04-14T05:20:59.727Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:20:59.727Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:20:59.727Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:20:59.727Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1017,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:20:59.727Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to monitor your front door (wiring required)\", \"asin\": \"B08CKHPP52\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Smart Indoor Pan-Tilt Home Security Camera, 1080p HD Dog Camera w/Night Vision, Motion Detection for Baby & Pet Monitor, Cloud & SD Card Storage, Works w/ Alexa & Google Home, 2.4G WiFi (EC71)\", \"asin\": \"03b57e1c\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:22:42.859Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:22:42.859Z
|
input
|
box
|
rule
|
train
| 1,018 |
2025-04-14T05:22:42.859Z
|
input
|
box
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Ring Indoor Cam (newest model) \u2014 Home or business security in 1080p HD video, White", "asin": "0a301bc1", "price": "$34.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "ee9894a6", "price": "$19.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "ee9894a6", "price": "$34.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (Black)", "asin": "ee9894a6", "price": "$19.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 5 camera system", "asin": "73072bfe", "price": "$199.99", "quantity": ""},
{"title": "Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk", "asin": "0a301bc1", "price": "$99.99", "quantity": ""},
{"title": "Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to monitor your front door (wiring required)", "asin": "B08CKHPP52", "price": "$49.99", "quantity": ""},
{"title": "Kasa Smart Indoor Pan-Tilt Home Security Camera, 1080p HD Dog Camera w/Night Vision, Motion Detection for Baby & Pet Monitor, Cloud & SD Card Storage, Works w/ Alexa & Google Home, 2.4G WiFi (EC71)", "asin": "03b57e1c", "price": "$19.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:22:42.859Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:22:42.859Z\",\"action\": \"input\",\"acion_argument\": \"box\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:22:42.859Z\",\"action\": \"input\",\"acion_argument\": \"box\",}</answer>",
"index": 1018,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to monitor your front door (wiring required)\", \"asin\": \"B08CKHPP52\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Smart Indoor Pan-Tilt Home Security Camera, 1080p HD Dog Camera w/Night Vision, Motion Detection for Baby & Pet Monitor, Cloud & SD Card Storage, Works w/ Alexa & Google Home, 2.4G WiFi (EC71)\", \"asin\": \"03b57e1c\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:22:42.859Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"box\"}],\n\"promotion_items\": [{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to monitor your front door (wiring required)\", \"asin\": \"B08CKHPP52\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Smart Indoor Pan-Tilt Home Security Camera, 1080p HD Dog Camera w/Night Vision, Motion Detection for Baby & Pet Monitor, Cloud & SD Card Storage, Works w/ Alexa & Google Home, 2.4G WiFi (EC71)\", \"asin\": \"03b57e1c\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:22:43.028Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:22:43.028Z
|
click
|
search
|
rule
|
train
| 1,019 |
2025-04-14T05:22:43.028Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "box"}],
"promotion_items": [{"title": "Ring Indoor Cam (newest model) \u2014 Home or business security in 1080p HD video, White", "asin": "0a301bc1", "price": "$34.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (White)", "asin": "ee9894a6", "price": "$19.99", "quantity": ""},
{"title": "Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \u2014 wired or wire-free (Black)", "asin": "ee9894a6", "price": "$34.99", "quantity": ""},
{"title": "Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White", "asin": "B0C5QRZ47P", "price": "$79.99", "quantity": ""},
{"title": "Blink Mini 2 (Newest Model) \u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \u2014 1 camera (Black)", "asin": "ee9894a6", "price": "$19.99", "quantity": ""},
{"title": "Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \u2013 5 camera system", "asin": "73072bfe", "price": "$199.99", "quantity": ""},
{"title": "Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk", "asin": "0a301bc1", "price": "$99.99", "quantity": ""},
{"title": "Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to monitor your front door (wiring required)", "asin": "B08CKHPP52", "price": "$49.99", "quantity": ""},
{"title": "Kasa Smart Indoor Pan-Tilt Home Security Camera, 1080p HD Dog Camera w/Night Vision, Motion Detection for Baby & Pet Monitor, Cloud & SD Card Storage, Works w/ Alexa & Google Home, 2.4G WiFi (EC71)", "asin": "03b57e1c", "price": "$19.99", "quantity": ""},
{"title": "Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White", "asin": "B08GHX9G5L", "price": "$19.91", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:22:43.028Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:22:43.028Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:22:43.028Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1019,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"box\"}],\n\"promotion_items\": [{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"0a301bc1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (White)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Video Doorbell (newest model) + Sync Module 2 | Two-year battery life, Two-way audio, HD video, motion and chime app alerts and Alexa enabled \\u2014 wired or wire-free (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Outdoor Cam (Stick Up Cam) | Weather-Resistant Outdoor Camera, Live View, Color Night Vision, Two-Way Talk, Motion alerts, Works with Alexa | White\", \"asin\": \"B0C5QRZ47P\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Mini 2 (Newest Model) \\u2014 Home Security & Pet Camera(s) with HD video, color night view, motion detection, two-way audio, and built-in spotlight \\u2014 1 camera (Black)\", \"asin\": \"ee9894a6\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Blink Outdoor 4 (newest model), Wire-free smart security camera, two-year battery life, two-way audio, HD live view, enhanced motion detection, Works with Alexa \\u2013 5 camera system\", \"asin\": \"73072bfe\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Battery Doorbell Plus (newest model) | Head-to-Toe HD+ Video, motion detection & alerts, and Two-Way Talk\", \"asin\": \"0a301bc1\", \"price\": \"$99.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Video Doorbell Wired (newest model), Use Two-Way Talk, advanced motion detection, HD camera and real-time alerts to monitor your front door (wiring required)\", \"asin\": \"B08CKHPP52\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Smart Indoor Pan-Tilt Home Security Camera, 1080p HD Dog Camera w/Night Vision, Motion Detection for Baby & Pet Monitor, Cloud & SD Card Storage, Works w/ Alexa & Google Home, 2.4G WiFi (EC71)\", \"asin\": \"03b57e1c\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Kasa Indoor Pan/Tilt Smart Security Camera, 1080p HD Dog-Camera,2.4GHz with Night Vision,Motion Detection for Baby and Pet Monitor, Cloud & SD Card Storage, Works with Alexa& Google Home (EC70), White\", \"asin\": \"B08GHX9G5L\", \"price\": \"$19.91\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:22:43.028Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"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\": \"box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\\\" L x 11.8\\\" W x 7.5\\\" H for Shoes, Books, Clothes, Black\", \"asin\": \"B09ZQQX1WC\", \"price\": \"$28.98\", \"quantity\": \"\"},\n{\"title\": \"Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings\", \"asin\": \"B0C42T2BT2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Walnut Wood Box for Crafts, Jewelry Box and watch box Wooden Keepsake Box Gift (Walnut)\", \"asin\": \"B09NK8DDGM\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Yawinhe Collapsible Storage Bin, Cube Organizer Basket, Fabric Box with Lids, Washable and Leather Handle, for Home, Closet, White/Grey, 13.0''Lx9.0''Wx7.9''H, 1-Pack, SNK024WGS-1\", \"asin\": \"B0B82HZDBB\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\\u2019\\u2019x 10.6\\u201dx 8.3\\u201d)\", \"asin\": \"B0BBV8SQNY\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Iron Lock\\u00ae - XXL Key Lock Box Wall Mount for Keys 4 Digit Combination with Resettable Code with A B Switch Extra Large lockbox Indoor Outdoor Waterproof Big Key Lock Box House Spare Keys Hide a Key\", \"asin\": \"B08G3MNLF5\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\\\"L x 10\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273PEA\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"AVIDITI Small Shipping Boxes 9\\\"L x 6\\\"W x 4\\\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business\", \"asin\": \"B06W55HSWT\", \"price\": \"$94.49\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Shipping Boxes\", \"asin\": \"B0DBR33B18\"},\n{\"title\": \"Bags & Mailers\", \"asin\": \"B0BM2FTHQ3\"},\n{\"title\": \"Bubble Mailers\", \"asin\": \"B01H5REJZC\"}],\n\"search_results\": [{\"title\": \"SockitBox \\u2013 The Original Weatherproof Connection Box \\u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \\u2013 Medium \\u2013 Black\", \"asin\": \"B00274SLK8\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\\\"L x 10\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273PEA\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\\\"L x 12\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273WG6\", \"price\": \"$48.38\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"AVIDITI Shipping Boxes Small 18\\\"L x 12\\\"W x 3\\\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage\", \"asin\": \"B00K6EDL9C\", \"price\": \"$64.32\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Black Gift Box, 9.5x6x3'' Gift boxes for Presents with Lids Magnetic Closure Rectangle Collapsible for Groomsman Proposal Box, Wedding, Christmas, Halloween, Birthday Gift Packging\", \"asin\": \"B09KLX859Y\", \"price\": \"$5.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"LIFELUM Gift Box 13''x10''x5'' Large Black Gift Boxes with Magnetic Lids Luxury Mother's Day Gifts Box for Groomsman Proposal Contains Card, Ribbon, Filler Birthday Gift Packging\", \"asin\": \"B09WXZ383C\", \"price\": \"$9.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"3-Pack Clear Stackable Storage Bins with Lids Magnetic Doors Open Front Foldable Folding Plastic Craft Containers Large Closet Organizers Box for Bedrooms Living Rooms Study Kids' Toys 24 QT\", \"asin\": \"B0CTSZMFCV\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)\", \"asin\": \"B074JKK1G5\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pink Gift Box 10\\\" x 6\\\" x 3\\\" with Magnetic Closure Lid Gift Box for Presents,Bridesmaid Gifts Box,Cute Box,Birthday Gift box,Luxury for Gift Packaging, Magnetic Gift Box for Wrapping Gifts (Pink)\", \"asin\": \"B0B1YTNZ45\", \"price\": \"$5.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"HORLIMER 12x9x4 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer\", \"asin\": \"B099RFY45Q\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\\\" L x 11.8\\\" W x 7.5\\\" H for Shoes, Books, Clothes, Black\", \"asin\": \"B09ZQQX1WC\", \"price\": \"$28.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings\", \"asin\": \"B0C42T2BT2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"20 Pack 9x6x2 Inch Shipping Boxes - BM962 Small Corrugated Cardboard Boxes for Mailing, E-Commerce, Storage, Gift Wrapping, Small Business Packaging, Lightweight & Durable\", \"asin\": \"B0BZCMTMT8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\\u2019\\u2019x 10.6\\u201dx 8.3\\u201d)\", \"asin\": \"B0BBV8SQNY\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pioneer Photo Albums Photo Storage Box, Black\", \"asin\": \"B000P187PY\", \"price\": \"$10.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Storage and Filing Boxes With Lid and Handles, Legal/Letter Size, Basic Duty, Pack of 20, White, 16.2\\\" L x 12.5\\\" W x 10.5\\\" H\", \"asin\": \"B07JFXBTR8\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Bankers Box Small Prime Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 16-in x 12-in x 12-in (0062716)\", \"asin\": \"B002JFYT0Q\", \"price\": \"$37.73\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B07BKVN8S4\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"13x10x2 Inches Shipping Boxes Pack of 25, White Corrugated Cardboard Boxes for Small Bussiness\", \"asin\": \"B0B2N3RSTV\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"AVIDITI Small Shipping Boxes 9\\\"L x 6\\\"W x 4\\\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business\", \"asin\": \"B06W55HSWT\", \"price\": \"$94.49\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Shipping Boxes 5X4X3 Set of 40, White Corrugated Cardboard Box for Mailing Business Packaging\", \"asin\": \"B0D4TNVR2L\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Citylife 17 QT Plastic Storage Box with Removable Tray Craft Organizers and Storage Clear Storage Container for Organizing Bead, Tool, Sewing, Playdoh\", \"asin\": \"B0BC8Y1W77\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 6)\", \"asin\": \"B007PBKMKK\", \"price\": \"$31.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"uBoxes Moving Bundles Medium Boxes 18\\\" x 14\\\" x 12\\\" - Medium Boxes (Pack of 15)\", \"asin\": \"B08WWPTBZ6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HORLIMER 9x6x2 inches Shipping Boxes Set of 50, White Corrugated Cardboard Box Literature Mailer\", \"asin\": \"B0BG43QPY2\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"BALEINE File Organizer Box with Lid, Collapsible File Folder Organizer with Plastic Slide, Hanging File Folder Box for Office Document Storage (1 Pack, Black)\", \"asin\": \"B0CFTQ4418\", \"price\": \"$12.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)\", \"asin\": \"B00KP37YW4\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"RLAVBL 9x6x2 Shipping Boxes Set of 50, White Small Corrugated Cardboard Box, Mailer Box\", \"asin\": \"B0BG4S364X\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon.\"},\n{\"title\": \"Samhita Handmade Mango Wood Tree of Life Engraving Beautifully Keepsake Box Jewellery Organiser Unique Gift Ideas for Men & Women (Flame Work Finish)\", \"asin\": \"B0972PZBX6\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"popoly Large Toy Box Chest with Lid, Collapsible Sturdy Toy Storage Organizer Boxes Bins Baskets for Kids, Boys, Girls, Nursery, Playroom, 25\\\"x13\\\" x16\\\" (Linen Gray)\", \"asin\": \"B097PYH4ZG\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box 6 Pack (0071303) STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B074JK3XHC\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$21.80\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sterilite 12-Pack Storage Box, Stackable Clear Plastic Bins with Snap-On Lids, 6 Quart\", \"asin\": \"B002BDTETW\", \"price\": \"$31.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Battle Mountain (A Joe Pickett Novel)\", \"asin\": \"0593851056\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DEWALT TSTAK Tool Box, Extra Large Design, Removable Tray for Easy Access to Tools, Water and Debris Resistant (DWST17806)\", \"asin\": \"B00CBY2EIO\", \"price\": \"$33.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Plano Field Ammo Box, OD Green, Lockable Ammunition Storage Box with Heavy-Duty Carry Handle, Small Plastic Ammo Storage, Water-Resistant Protection, Holds 6-8 Boxes of Ammo\", \"asin\": \"B004W3WC84\", \"price\": \"$5.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Oletx 30-Pack White Party Favor Treat Boxes, Goodie Gable Paper Gift Boxes with Handles. Perfect for Wedding, Birthday, Graduation, Babyshower.\", \"asin\": \"B0BK1L25G7\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Keter Outdoor Storage Deck Box, 150 Gallon Resin Patio Bin & Bench, Wood Grain, Brown\", \"asin\": \"B01HDPY7RG\", \"price\": \"$155.72\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"12 Pack X Large Shoe Organizer Storage Boxes for Closet, Modular Space Saving Shoe Boxes Clear Plastic Stackable Sneaker Containers Display Case with Lids, White\", \"asin\": \"B0BXSDGFKF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kuject X-Large Shoe Storage Boxes Organizers Clear Plastic Stackable 12 Pack, Shoe Rack & Holder Substitute, Sneaker Containers, Toy Storage Organizer Bins for Entryway, Closet, Under Bed, Black\", \"asin\": \"B09VC2TWQ8\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cardboard Jewelry White Gift Boxes 20 Pack3.5\\u00d73.5\\u00d71 inches, its apply to displaying necklaces, rings, bracelets, earrings\", \"asin\": \"B0B4HZDQJ1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"IRIS USA 32 Qt Stackable Plastic Storage Bins with Lids, 6 Pack - BPA-Free, Made in USA - See-Through Organizing Solution, Latches, Durable Nestable Containers, Secure Pull Handle - Clear\", \"asin\": \"B0BRFJ5QRK\", \"price\": \"$44.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SentrySafe Black Fireproof and Waterproof Safe, File Folder and Document Box with Key Lock, Ex. 14.3 x 15.5 x 13.5 inches, HD4100\", \"asin\": \"B00GE57DFK\", \"price\": \"$67.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"IRIS USA Pencil Case Box Storage Container for Organizing with Snap Lid, 10-Pack, Big Capacity Stackable Plastic Pen Pouch for Craft Hobby Art Supplies Journaling Stationery Sticker, Clear, Medium\", \"asin\": \"B00FZVPWTI\", \"price\": \"$17.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"KYODOLED Locking Cash Box with Lock,Money Box with Cash Tray,Lock Safe Box with Key,Money Saving Organizer,11.81Lx 9.45Wx 3.54H Inches,Black XL Large\", \"asin\": \"B07FFR8FK9\", \"price\": \"$22.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 24pcs Cake Boxes, 10x10x5 Inches White Square Bakery Boxes with Window Cajas Pasteles for Cake, Mother's Day, Pastries, Chocolates, Cookies, Pie, Birthday Party, Wedding\", \"asin\": \"B07RXVGKCC\", \"price\": \"$21.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SONGMICS 2-Layer Jewelry Box, Jewelry Organizer with Handle, Removable Jewelry Tray, Jewelry Storage, Floating Effect, 8.1 x 9.4 x 4.3 Inches, Gift Idea, White UJBC165W01\", \"asin\": \"B0BWJ48MDK\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAVEBOX Snack Box (50 Count) Easter Variety Pack Gift Care Package Basket Adult Kid Guy Girl Women Men Birthday College Student Office Back to School\", \"asin\": \"B01N22CM3F\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"B07CGPLXG9\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 15Pcs Cake Boxes, 12x12x8 Inch White Bakery Boxes with Window Cake Containers Tall Dessert Cardboard Boxes\", \"asin\": \"B0BBZSCVJY\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"KYODOLED Medium Metal Cash Box with Combination Lock Safe and Money Tray for Security 7.87\\\"x 6.30\\\"x 3.54\\\" Black\", \"asin\": \"B07FD7VQWH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN Tool Box, Lockable, 16 in., Red/Black (CMST16901)\", \"asin\": \"B09BDK7YG6\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Kootek 15pcs Cake Boxes, 10x10x8 Inches Tall Cake Box with Window, White Bakery Boxes, Large Baking Boxes, Square Cardboard Cake Box for Multi-Layer Cakes, Cake Decorating Supplies for Gift Giving\", \"asin\": \"B0BJK7DS3J\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SONGMICS Shoe Boxes, Pack of 12 Shoe Storage Organizers, Stackable Clear Plastic Boxes for Closet, Sneakers, 9.1 x 13.1 x 5.6 Inches, Fit up to US Size 11, Transparent and White ULSP12SWT\", \"asin\": \"B084VGB1GF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Homde Synthetic Leather Huge Jewelry Box Mirrored Watch Organizer Necklace Ring Earring Storage Lockable Gift Case (White + Gold)\", \"asin\": \"B0CLCH13T7\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:22:48.649Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:22:48.649Z
|
click
|
search
|
rule
|
train
| 1,020 |
2025-04-14T05:22:48.649Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "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": "box"}],
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{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\" L x 11.8\" W x 7.5\" H for Shoes, Books, Clothes, Black", "asin": "B09ZQQX1WC", "price": "$28.98", "quantity": ""},
{"title": "Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings", "asin": "B0C42T2BT2", "price": "$49.99", "quantity": ""},
{"title": "Walnut Wood Box for Crafts, Jewelry Box and watch box Wooden Keepsake Box Gift (Walnut)", "asin": "B09NK8DDGM", "price": "$9.99", "quantity": ""},
{"title": "Large Clear Shoe Boxes Organizer\u3010Thicker Material\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack", "asin": "B0C5C9BFXM", "price": "$53.99", "quantity": ""},
{"title": "Yawinhe Collapsible Storage Bin, Cube Organizer Basket, Fabric Box with Lids, Washable and Leather Handle, for Home, Closet, White/Grey, 13.0''Lx9.0''Wx7.9''H, 1-Pack, SNK024WGS-1", "asin": "B0B82HZDBB", "price": "$10.99", "quantity": ""},
{"title": "8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\u2019\u2019x 10.6\u201dx 8.3\u201d)", "asin": "B0BBV8SQNY", "price": "$55.99", "quantity": ""},
{"title": "Large Clear Shoe Boxes Organizer\u3010Thicker Material\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack", "asin": "B0C5C9BFXM", "price": "$53.99", "quantity": ""},
{"title": "Iron Lock\u00ae - XXL Key Lock Box Wall Mount for Keys 4 Digit Combination with Resettable Code with A B Switch Extra Large lockbox Indoor Outdoor Waterproof Big Key Lock Box House Spare Keys Hide a Key", "asin": "B08G3MNLF5", "price": "$36.99", "quantity": ""},
{"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "quantity": ""},
{"title": "AVIDITI Small Shipping Boxes 9\"L x 6\"W x 4\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business", "asin": "B06W55HSWT", "price": "$94.49", "quantity": ""}],
"ads": [{"title": "Shipping Boxes", "asin": "B0DBR33B18"},
{"title": "Bags & Mailers", "asin": "B0BM2FTHQ3"},
{"title": "Bubble Mailers", "asin": "B01H5REJZC"}],
"search_results": [{"title": "SockitBox \u2013 The Original Weatherproof Connection Box \u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \u2013 Medium \u2013 Black", "asin": "B00274SLK8", "price": "$23.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WG6", "price": "$48.38", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "AVIDITI Shipping Boxes Small 18\"L x 12\"W x 3\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00K6EDL9C", "price": "$64.32", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "Black Gift Box, 9.5x6x3'' Gift boxes for Presents with Lids Magnetic Closure Rectangle Collapsible for Groomsman Proposal Box, Wedding, Christmas, Halloween, Birthday Gift Packging", "asin": "B09KLX859Y", "price": "$5.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "LIFELUM Gift Box 13''x10''x5'' Large Black Gift Boxes with Magnetic Lids Luxury Mother's Day Gifts Box for Groomsman Proposal Contains Card, Ribbon, Filler Birthday Gift Packging", "asin": "B09WXZ383C", "price": "$9.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "3-Pack Clear Stackable Storage Bins with Lids Magnetic Doors Open Front Foldable Folding Plastic Craft Containers Large Closet Organizers Box for Bedrooms Living Rooms Study Kids' Toys 24 QT", "asin": "B0CTSZMFCV", "price": "$38.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)", "asin": "B074JKK1G5", "price": "$34.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pink Gift Box 10\" x 6\" x 3\" with Magnetic Closure Lid Gift Box for Presents,Bridesmaid Gifts Box,Cute Box,Birthday Gift box,Luxury for Gift Packaging, Magnetic Gift Box for Wrapping Gifts (Pink)", "asin": "B0B1YTNZ45", "price": "$5.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "HORLIMER 12x9x4 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer", "asin": "B099RFY45Q", "price": "$29.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\" L x 11.8\" W x 7.5\" H for Shoes, Books, Clothes, Black", "asin": "B09ZQQX1WC", "price": "$28.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings", "asin": "B0C42T2BT2", "price": "$49.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "20 Pack 9x6x2 Inch Shipping Boxes - BM962 Small Corrugated Cardboard Boxes for Mailing, E-Commerce, Storage, Gift Wrapping, Small Business Packaging, Lightweight & Durable", "asin": "B0BZCMTMT8", "price": "$22.99", "delivery": "FREE delivery Tue, Apr 22 for Prime members Only 2 left in stock - order soon."},
{"title": "8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\u2019\u2019x 10.6\u201dx 8.3\u201d)", "asin": "B0BBV8SQNY", "price": "$55.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pioneer Photo Albums Photo Storage Box, Black", "asin": "B000P187PY", "price": "$10.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Amazon Basics Storage and Filing Boxes With Lid and Handles, Legal/Letter Size, Basic Duty, Pack of 20, White, 16.2\" L x 12.5\" W x 10.5\" H", "asin": "B07JFXBTR8", "price": "$44.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Bankers Box Small Prime Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 16-in x 12-in x 12-in (0062716)", "asin": "B002JFYT0Q", "price": "$37.73", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 15"},
{"title": "Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B07BKVN8S4", "price": "$69.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "13x10x2 Inches Shipping Boxes Pack of 25, White Corrugated Cardboard Boxes for Small Bussiness", "asin": "B0B2N3RSTV", "price": "$32.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "AVIDITI Small Shipping Boxes 9\"L x 6\"W x 4\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business", "asin": "B06W55HSWT", "price": "$94.49", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "Shipping Boxes 5X4X3 Set of 40, White Corrugated Cardboard Box for Mailing Business Packaging", "asin": "B0D4TNVR2L", "price": "$23.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Large Clear Shoe Boxes Organizer\u3010Thicker Material\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack", "asin": "B0C5C9BFXM", "price": "$53.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Citylife 17 QT Plastic Storage Box with Removable Tray Craft Organizers and Storage Clear Storage Container for Organizing Bead, Tool, Sewing, Playdoh", "asin": "B0BC8Y1W77", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Large Moving Boxes 20\" x 20\" x 15\" (Pack of 6)", "asin": "B007PBKMKK", "price": "$31.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "uBoxes Moving Bundles Medium Boxes 18\" x 14\" x 12\" - Medium Boxes (Pack of 15)", "asin": "B08WWPTBZ6", "price": "$39.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "HORLIMER 9x6x2 inches Shipping Boxes Set of 50, White Corrugated Cardboard Box Literature Mailer", "asin": "B0BG43QPY2", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "BALEINE File Organizer Box with Lid, Collapsible File Folder Organizer with Plastic Slide, Hanging File Folder Box for Office Document Storage (1 Pack, Black)", "asin": "B0CFTQ4418", "price": "$12.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)", "asin": "B00KP37YW4", "price": "$38.69", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "RLAVBL 9x6x2 Shipping Boxes Set of 50, White Small Corrugated Cardboard Box, Mailer Box", "asin": "B0BG4S364X", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon."},
{"title": "Samhita Handmade Mango Wood Tree of Life Engraving Beautifully Keepsake Box Jewellery Organiser Unique Gift Ideas for Men & Women (Flame Work Finish)", "asin": "B0972PZBX6", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "popoly Large Toy Box Chest with Lid, Collapsible Sturdy Toy Storage Organizer Boxes Bins Baskets for Kids, Boys, Girls, Nursery, Playroom, 25\"x13\" x16\" (Linen Gray)", "asin": "B097PYH4ZG", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Bankers Box 6 Pack (0071303) STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B074JK3XHC", "price": "$26.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM", "price": "$21.80", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sterilite 12-Pack Storage Box, Stackable Clear Plastic Bins with Snap-On Lids, 6 Quart", "asin": "B002BDTETW", "price": "$31.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Battle Mountain (A Joe Pickett Novel)", "asin": "0593851056", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DEWALT TSTAK Tool Box, Extra Large Design, Removable Tray for Easy Access to Tools, Water and Debris Resistant (DWST17806)", "asin": "B00CBY2EIO", "price": "$33.28", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Plano Field Ammo Box, OD Green, Lockable Ammunition Storage Box with Heavy-Duty Carry Handle, Small Plastic Ammo Storage, Water-Resistant Protection, Holds 6-8 Boxes of Ammo", "asin": "B004W3WC84", "price": "$5.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Oletx 30-Pack White Party Favor Treat Boxes, Goodie Gable Paper Gift Boxes with Handles. Perfect for Wedding, Birthday, Graduation, Babyshower.", "asin": "B0BK1L25G7", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Keter Outdoor Storage Deck Box, 150 Gallon Resin Patio Bin & Bench, Wood Grain, Brown", "asin": "B01HDPY7RG", "price": "$155.72", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "12 Pack X Large Shoe Organizer Storage Boxes for Closet, Modular Space Saving Shoe Boxes Clear Plastic Stackable Sneaker Containers Display Case with Lids, White", "asin": "B0BXSDGFKF", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kuject X-Large Shoe Storage Boxes Organizers Clear Plastic Stackable 12 Pack, Shoe Rack & Holder Substitute, Sneaker Containers, Toy Storage Organizer Bins for Entryway, Closet, Under Bed, Black", "asin": "B09VC2TWQ8", "price": "$33.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Cardboard Jewelry White Gift Boxes 20 Pack3.5\u00d73.5\u00d71 inches, its apply to displaying necklaces, rings, bracelets, earrings", "asin": "B0B4HZDQJ1", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "IRIS USA 32 Qt Stackable Plastic Storage Bins with Lids, 6 Pack - BPA-Free, Made in USA - See-Through Organizing Solution, Latches, Durable Nestable Containers, Secure Pull Handle - Clear", "asin": "B0BRFJ5QRK", "price": "$44.19", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "SentrySafe Black Fireproof and Waterproof Safe, File Folder and Document Box with Key Lock, Ex. 14.3 x 15.5 x 13.5 inches, HD4100", "asin": "B00GE57DFK", "price": "$67.96", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "IRIS USA Pencil Case Box Storage Container for Organizing with Snap Lid, 10-Pack, Big Capacity Stackable Plastic Pen Pouch for Craft Hobby Art Supplies Journaling Stationery Sticker, Clear, Medium", "asin": "B00FZVPWTI", "price": "$17.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "KYODOLED Locking Cash Box with Lock,Money Box with Cash Tray,Lock Safe Box with Key,Money Saving Organizer,11.81Lx 9.45Wx 3.54H Inches,Black XL Large", "asin": "B07FFR8FK9", "price": "$22.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Moretoes 24pcs Cake Boxes, 10x10x5 Inches White Square Bakery Boxes with Window Cajas Pasteles for Cake, Mother's Day, Pastries, Chocolates, Cookies, Pie, Birthday Party, Wedding", "asin": "B07RXVGKCC", "price": "$21.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "SONGMICS 2-Layer Jewelry Box, Jewelry Organizer with Handle, Removable Jewelry Tray, Jewelry Storage, Floating Effect, 8.1 x 9.4 x 4.3 Inches, Gift Idea, White UJBC165W01", "asin": "B0BWJ48MDK", "price": "$24.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "CRAVEBOX Snack Box (50 Count) Easter Variety Pack Gift Care Package Basket Adult Kid Guy Girl Women Men Birthday College Student Office Back to School", "asin": "B01N22CM3F", "price": "$29.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "B07CGPLXG9", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Moretoes 15Pcs Cake Boxes, 12x12x8 Inch White Bakery Boxes with Window Cake Containers Tall Dessert Cardboard Boxes", "asin": "B0BBZSCVJY", "price": "$27.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "KYODOLED Medium Metal Cash Box with Combination Lock Safe and Money Tray for Security 7.87\"x 6.30\"x 3.54\" Black", "asin": "B07FD7VQWH", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "CRAFTSMAN Tool Box, Lockable, 16 in., Red/Black (CMST16901)", "asin": "B09BDK7YG6", "price": "$16.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Kootek 15pcs Cake Boxes, 10x10x8 Inches Tall Cake Box with Window, White Bakery Boxes, Large Baking Boxes, Square Cardboard Cake Box for Multi-Layer Cakes, Cake Decorating Supplies for Gift Giving", "asin": "B0BJK7DS3J", "price": "$25.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SONGMICS Shoe Boxes, Pack of 12 Shoe Storage Organizers, Stackable Clear Plastic Boxes for Closet, Sneakers, 9.1 x 13.1 x 5.6 Inches, Fit up to US Size 11, Transparent and White ULSP12SWT", "asin": "B084VGB1GF", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Homde Synthetic Leather Huge Jewelry Box Mirrored Watch Organizer Necklace Ring Earring Storage Lockable Gift Case (White + Gold)", "asin": "B0CLCH13T7", "price": "$39.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:22:48.649Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:22:48.649Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:22:48.649Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1020,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"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\": \"box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\\\" L x 11.8\\\" W x 7.5\\\" H for Shoes, Books, Clothes, Black\", \"asin\": \"B09ZQQX1WC\", \"price\": \"$28.98\", \"quantity\": \"\"},\n{\"title\": \"Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings\", \"asin\": \"B0C42T2BT2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Walnut Wood Box for Crafts, Jewelry Box and watch box Wooden Keepsake Box Gift (Walnut)\", \"asin\": \"B09NK8DDGM\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Yawinhe Collapsible Storage Bin, Cube Organizer Basket, Fabric Box with Lids, Washable and Leather Handle, for Home, Closet, White/Grey, 13.0''Lx9.0''Wx7.9''H, 1-Pack, SNK024WGS-1\", \"asin\": \"B0B82HZDBB\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\\u2019\\u2019x 10.6\\u201dx 8.3\\u201d)\", \"asin\": \"B0BBV8SQNY\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Iron Lock\\u00ae - XXL Key Lock Box Wall Mount for Keys 4 Digit Combination with Resettable Code with A B Switch Extra Large lockbox Indoor Outdoor Waterproof Big Key Lock Box House Spare Keys Hide a Key\", \"asin\": \"B08G3MNLF5\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\\\"L x 10\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273PEA\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"AVIDITI Small Shipping Boxes 9\\\"L x 6\\\"W x 4\\\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business\", \"asin\": \"B06W55HSWT\", \"price\": \"$94.49\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Shipping Boxes\", \"asin\": \"B0DBR33B18\"},\n{\"title\": \"Bags & Mailers\", \"asin\": \"B0BM2FTHQ3\"},\n{\"title\": \"Bubble Mailers\", \"asin\": \"B01H5REJZC\"}],\n\"search_results\": [{\"title\": \"SockitBox \\u2013 The Original Weatherproof Connection Box \\u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \\u2013 Medium \\u2013 Black\", \"asin\": \"B00274SLK8\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\\\"L x 10\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273PEA\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\\\"L x 12\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273WG6\", \"price\": \"$48.38\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"AVIDITI Shipping Boxes Small 18\\\"L x 12\\\"W x 3\\\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage\", \"asin\": \"B00K6EDL9C\", \"price\": \"$64.32\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Black Gift Box, 9.5x6x3'' Gift boxes for Presents with Lids Magnetic Closure Rectangle Collapsible for Groomsman Proposal Box, Wedding, Christmas, Halloween, Birthday Gift Packging\", \"asin\": \"B09KLX859Y\", \"price\": \"$5.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"LIFELUM Gift Box 13''x10''x5'' Large Black Gift Boxes with Magnetic Lids Luxury Mother's Day Gifts Box for Groomsman Proposal Contains Card, Ribbon, Filler Birthday Gift Packging\", \"asin\": \"B09WXZ383C\", \"price\": \"$9.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"3-Pack Clear Stackable Storage Bins with Lids Magnetic Doors Open Front Foldable Folding Plastic Craft Containers Large Closet Organizers Box for Bedrooms Living Rooms Study Kids' Toys 24 QT\", \"asin\": \"B0CTSZMFCV\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)\", \"asin\": \"B074JKK1G5\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pink Gift Box 10\\\" x 6\\\" x 3\\\" with Magnetic Closure Lid Gift Box for Presents,Bridesmaid Gifts Box,Cute Box,Birthday Gift box,Luxury for Gift Packaging, Magnetic Gift Box for Wrapping Gifts (Pink)\", \"asin\": \"B0B1YTNZ45\", \"price\": \"$5.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"HORLIMER 12x9x4 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer\", \"asin\": \"B099RFY45Q\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\\\" L x 11.8\\\" W x 7.5\\\" H for Shoes, Books, Clothes, Black\", \"asin\": \"B09ZQQX1WC\", \"price\": \"$28.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings\", \"asin\": \"B0C42T2BT2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"20 Pack 9x6x2 Inch Shipping Boxes - BM962 Small Corrugated Cardboard Boxes for Mailing, E-Commerce, Storage, Gift Wrapping, Small Business Packaging, Lightweight & Durable\", \"asin\": \"B0BZCMTMT8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\\u2019\\u2019x 10.6\\u201dx 8.3\\u201d)\", \"asin\": \"B0BBV8SQNY\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pioneer Photo Albums Photo Storage Box, Black\", \"asin\": \"B000P187PY\", \"price\": \"$10.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Storage and Filing Boxes With Lid and Handles, Legal/Letter Size, Basic Duty, Pack of 20, White, 16.2\\\" L x 12.5\\\" W x 10.5\\\" H\", \"asin\": \"B07JFXBTR8\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Bankers Box Small Prime Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 16-in x 12-in x 12-in (0062716)\", \"asin\": \"B002JFYT0Q\", \"price\": \"$37.73\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B07BKVN8S4\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"13x10x2 Inches Shipping Boxes Pack of 25, White Corrugated Cardboard Boxes for Small Bussiness\", \"asin\": \"B0B2N3RSTV\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"AVIDITI Small Shipping Boxes 9\\\"L x 6\\\"W x 4\\\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business\", \"asin\": \"B06W55HSWT\", \"price\": \"$94.49\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Shipping Boxes 5X4X3 Set of 40, White Corrugated Cardboard Box for Mailing Business Packaging\", \"asin\": \"B0D4TNVR2L\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Citylife 17 QT Plastic Storage Box with Removable Tray Craft Organizers and Storage Clear Storage Container for Organizing Bead, Tool, Sewing, Playdoh\", \"asin\": \"B0BC8Y1W77\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 6)\", \"asin\": \"B007PBKMKK\", \"price\": \"$31.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"uBoxes Moving Bundles Medium Boxes 18\\\" x 14\\\" x 12\\\" - Medium Boxes (Pack of 15)\", \"asin\": \"B08WWPTBZ6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HORLIMER 9x6x2 inches Shipping Boxes Set of 50, White Corrugated Cardboard Box Literature Mailer\", \"asin\": \"B0BG43QPY2\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"BALEINE File Organizer Box with Lid, Collapsible File Folder Organizer with Plastic Slide, Hanging File Folder Box for Office Document Storage (1 Pack, Black)\", \"asin\": \"B0CFTQ4418\", \"price\": \"$12.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)\", \"asin\": \"B00KP37YW4\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"RLAVBL 9x6x2 Shipping Boxes Set of 50, White Small Corrugated Cardboard Box, Mailer Box\", \"asin\": \"B0BG4S364X\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon.\"},\n{\"title\": \"Samhita Handmade Mango Wood Tree of Life Engraving Beautifully Keepsake Box Jewellery Organiser Unique Gift Ideas for Men & Women (Flame Work Finish)\", \"asin\": \"B0972PZBX6\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"popoly Large Toy Box Chest with Lid, Collapsible Sturdy Toy Storage Organizer Boxes Bins Baskets for Kids, Boys, Girls, Nursery, Playroom, 25\\\"x13\\\" x16\\\" (Linen Gray)\", \"asin\": \"B097PYH4ZG\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box 6 Pack (0071303) STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B074JK3XHC\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$21.80\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sterilite 12-Pack Storage Box, Stackable Clear Plastic Bins with Snap-On Lids, 6 Quart\", \"asin\": \"B002BDTETW\", \"price\": \"$31.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Battle Mountain (A Joe Pickett Novel)\", \"asin\": \"0593851056\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DEWALT TSTAK Tool Box, Extra Large Design, Removable Tray for Easy Access to Tools, Water and Debris Resistant (DWST17806)\", \"asin\": \"B00CBY2EIO\", \"price\": \"$33.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Plano Field Ammo Box, OD Green, Lockable Ammunition Storage Box with Heavy-Duty Carry Handle, Small Plastic Ammo Storage, Water-Resistant Protection, Holds 6-8 Boxes of Ammo\", \"asin\": \"B004W3WC84\", \"price\": \"$5.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Oletx 30-Pack White Party Favor Treat Boxes, Goodie Gable Paper Gift Boxes with Handles. Perfect for Wedding, Birthday, Graduation, Babyshower.\", \"asin\": \"B0BK1L25G7\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Keter Outdoor Storage Deck Box, 150 Gallon Resin Patio Bin & Bench, Wood Grain, Brown\", \"asin\": \"B01HDPY7RG\", \"price\": \"$155.72\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"12 Pack X Large Shoe Organizer Storage Boxes for Closet, Modular Space Saving Shoe Boxes Clear Plastic Stackable Sneaker Containers Display Case with Lids, White\", \"asin\": \"B0BXSDGFKF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kuject X-Large Shoe Storage Boxes Organizers Clear Plastic Stackable 12 Pack, Shoe Rack & Holder Substitute, Sneaker Containers, Toy Storage Organizer Bins for Entryway, Closet, Under Bed, Black\", \"asin\": \"B09VC2TWQ8\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cardboard Jewelry White Gift Boxes 20 Pack3.5\\u00d73.5\\u00d71 inches, its apply to displaying necklaces, rings, bracelets, earrings\", \"asin\": \"B0B4HZDQJ1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"IRIS USA 32 Qt Stackable Plastic Storage Bins with Lids, 6 Pack - BPA-Free, Made in USA - See-Through Organizing Solution, Latches, Durable Nestable Containers, Secure Pull Handle - Clear\", \"asin\": \"B0BRFJ5QRK\", \"price\": \"$44.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SentrySafe Black Fireproof and Waterproof Safe, File Folder and Document Box with Key Lock, Ex. 14.3 x 15.5 x 13.5 inches, HD4100\", \"asin\": \"B00GE57DFK\", \"price\": \"$67.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"IRIS USA Pencil Case Box Storage Container for Organizing with Snap Lid, 10-Pack, Big Capacity Stackable Plastic Pen Pouch for Craft Hobby Art Supplies Journaling Stationery Sticker, Clear, Medium\", \"asin\": \"B00FZVPWTI\", \"price\": \"$17.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"KYODOLED Locking Cash Box with Lock,Money Box with Cash Tray,Lock Safe Box with Key,Money Saving Organizer,11.81Lx 9.45Wx 3.54H Inches,Black XL Large\", \"asin\": \"B07FFR8FK9\", \"price\": \"$22.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 24pcs Cake Boxes, 10x10x5 Inches White Square Bakery Boxes with Window Cajas Pasteles for Cake, Mother's Day, Pastries, Chocolates, Cookies, Pie, Birthday Party, Wedding\", \"asin\": \"B07RXVGKCC\", \"price\": \"$21.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SONGMICS 2-Layer Jewelry Box, Jewelry Organizer with Handle, Removable Jewelry Tray, Jewelry Storage, Floating Effect, 8.1 x 9.4 x 4.3 Inches, Gift Idea, White UJBC165W01\", \"asin\": \"B0BWJ48MDK\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAVEBOX Snack Box (50 Count) Easter Variety Pack Gift Care Package Basket Adult Kid Guy Girl Women Men Birthday College Student Office Back to School\", \"asin\": \"B01N22CM3F\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"B07CGPLXG9\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 15Pcs Cake Boxes, 12x12x8 Inch White Bakery Boxes with Window Cake Containers Tall Dessert Cardboard Boxes\", \"asin\": \"B0BBZSCVJY\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"KYODOLED Medium Metal Cash Box with Combination Lock Safe and Money Tray for Security 7.87\\\"x 6.30\\\"x 3.54\\\" Black\", \"asin\": \"B07FD7VQWH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN Tool Box, Lockable, 16 in., Red/Black (CMST16901)\", \"asin\": \"B09BDK7YG6\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Kootek 15pcs Cake Boxes, 10x10x8 Inches Tall Cake Box with Window, White Bakery Boxes, Large Baking Boxes, Square Cardboard Cake Box for Multi-Layer Cakes, Cake Decorating Supplies for Gift Giving\", \"asin\": \"B0BJK7DS3J\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SONGMICS Shoe Boxes, Pack of 12 Shoe Storage Organizers, Stackable Clear Plastic Boxes for Closet, Sneakers, 9.1 x 13.1 x 5.6 Inches, Fit up to US Size 11, Transparent and White ULSP12SWT\", \"asin\": \"B084VGB1GF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Homde Synthetic Leather Huge Jewelry Box Mirrored Watch Organizer Necklace Ring Earring Storage Lockable Gift Case (White + Gold)\", \"asin\": \"B0CLCH13T7\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:22:48.649Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": 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11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Storage and Filing Boxes With Lid and Handles, Legal/Letter Size, Basic Duty, Pack of 20, White, 16.2\\\" L x 12.5\\\" W x 10.5\\\" H\", \"asin\": \"B07JFXBTR8\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Bankers Box Small Prime Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 16-in x 12-in x 12-in (0062716)\", \"asin\": \"B002JFYT0Q\", \"price\": \"$37.73\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B07BKVN8S4\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"13x10x2 Inches Shipping Boxes Pack of 25, White Corrugated Cardboard Boxes for Small Bussiness\", \"asin\": \"B0B2N3RSTV\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"AVIDITI Small Shipping Boxes 9\\\"L x 6\\\"W x 4\\\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business\", \"asin\": \"B06W55HSWT\", \"price\": \"$94.49\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Shipping Boxes 5X4X3 Set of 40, White Corrugated Cardboard Box for Mailing Business Packaging\", \"asin\": \"B0D4TNVR2L\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Citylife 17 QT Plastic Storage Box with Removable Tray Craft Organizers and Storage Clear Storage Container for Organizing Bead, Tool, Sewing, Playdoh\", \"asin\": \"B0BC8Y1W77\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 6)\", \"asin\": \"B007PBKMKK\", \"price\": \"$31.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"uBoxes Moving Bundles Medium Boxes 18\\\" x 14\\\" x 12\\\" - Medium Boxes (Pack of 15)\", \"asin\": \"B08WWPTBZ6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HORLIMER 9x6x2 inches Shipping Boxes Set of 50, White Corrugated Cardboard Box Literature Mailer\", \"asin\": \"B0BG43QPY2\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"BALEINE File Organizer Box with Lid, Collapsible File Folder Organizer with Plastic Slide, Hanging File Folder Box for Office Document Storage (1 Pack, Black)\", \"asin\": \"B0CFTQ4418\", \"price\": \"$12.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)\", \"asin\": \"B00KP37YW4\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"RLAVBL 9x6x2 Shipping Boxes Set of 50, White Small Corrugated Cardboard Box, Mailer Box\", \"asin\": \"B0BG4S364X\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon.\"},\n{\"title\": \"Samhita Handmade Mango Wood Tree of Life Engraving Beautifully Keepsake Box Jewellery Organiser Unique Gift Ideas for Men & Women (Flame Work Finish)\", \"asin\": \"B0972PZBX6\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"popoly Large Toy Box Chest with Lid, Collapsible Sturdy Toy Storage Organizer Boxes Bins Baskets for Kids, Boys, Girls, Nursery, Playroom, 25\\\"x13\\\" x16\\\" (Linen Gray)\", \"asin\": \"B097PYH4ZG\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box 6 Pack (0071303) STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B074JK3XHC\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$21.80\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sterilite 12-Pack Storage Box, Stackable Clear Plastic Bins with Snap-On Lids, 6 Quart\", \"asin\": \"B002BDTETW\", \"price\": \"$31.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Battle Mountain (A Joe Pickett Novel)\", \"asin\": \"0593851056\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DEWALT TSTAK Tool Box, Extra Large Design, Removable Tray for Easy Access to Tools, Water and Debris Resistant (DWST17806)\", \"asin\": \"B00CBY2EIO\", \"price\": \"$33.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Plano Field Ammo Box, OD Green, Lockable Ammunition Storage Box with Heavy-Duty Carry Handle, Small Plastic Ammo Storage, Water-Resistant Protection, Holds 6-8 Boxes of Ammo\", \"asin\": \"B004W3WC84\", \"price\": \"$5.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Oletx 30-Pack White Party Favor Treat Boxes, Goodie Gable Paper Gift Boxes with Handles. Perfect for Wedding, Birthday, Graduation, Babyshower.\", \"asin\": \"B0BK1L25G7\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Keter Outdoor Storage Deck Box, 150 Gallon Resin Patio Bin & Bench, Wood Grain, Brown\", \"asin\": \"B01HDPY7RG\", \"price\": \"$155.72\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"12 Pack X Large Shoe Organizer Storage Boxes for Closet, Modular Space Saving Shoe Boxes Clear Plastic Stackable Sneaker Containers Display Case with Lids, White\", \"asin\": \"B0BXSDGFKF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kuject X-Large Shoe Storage Boxes Organizers Clear Plastic Stackable 12 Pack, Shoe Rack & Holder Substitute, Sneaker Containers, Toy Storage Organizer Bins for Entryway, Closet, Under Bed, Black\", \"asin\": \"B09VC2TWQ8\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cardboard Jewelry White Gift Boxes 20 Pack3.5\\u00d73.5\\u00d71 inches, its apply to displaying necklaces, rings, bracelets, earrings\", \"asin\": \"B0B4HZDQJ1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"IRIS USA 32 Qt Stackable Plastic Storage Bins with Lids, 6 Pack - BPA-Free, Made in USA - See-Through Organizing Solution, Latches, Durable Nestable Containers, Secure Pull Handle - Clear\", \"asin\": \"B0BRFJ5QRK\", \"price\": \"$44.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SentrySafe Black Fireproof and Waterproof Safe, File Folder and Document Box with Key Lock, Ex. 14.3 x 15.5 x 13.5 inches, HD4100\", \"asin\": \"B00GE57DFK\", \"price\": \"$67.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"IRIS USA Pencil Case Box Storage Container for Organizing with Snap Lid, 10-Pack, Big Capacity Stackable Plastic Pen Pouch for Craft Hobby Art Supplies Journaling Stationery Sticker, Clear, Medium\", \"asin\": \"B00FZVPWTI\", \"price\": \"$17.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"KYODOLED Locking Cash Box with Lock,Money Box with Cash Tray,Lock Safe Box with Key,Money Saving Organizer,11.81Lx 9.45Wx 3.54H Inches,Black XL Large\", \"asin\": \"B07FFR8FK9\", \"price\": \"$22.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 24pcs Cake Boxes, 10x10x5 Inches White Square Bakery Boxes with Window Cajas Pasteles for Cake, Mother's Day, Pastries, Chocolates, Cookies, Pie, Birthday Party, Wedding\", \"asin\": \"B07RXVGKCC\", \"price\": \"$21.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SONGMICS 2-Layer Jewelry Box, Jewelry Organizer with Handle, Removable Jewelry Tray, Jewelry Storage, Floating Effect, 8.1 x 9.4 x 4.3 Inches, Gift Idea, White UJBC165W01\", \"asin\": \"B0BWJ48MDK\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAVEBOX Snack Box (50 Count) Easter Variety Pack Gift Care Package Basket Adult Kid Guy Girl Women Men Birthday College Student Office Back to School\", \"asin\": \"B01N22CM3F\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"B07CGPLXG9\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 15Pcs Cake Boxes, 12x12x8 Inch White Bakery Boxes with Window Cake Containers Tall Dessert Cardboard Boxes\", \"asin\": \"B0BBZSCVJY\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"KYODOLED Medium Metal Cash Box with Combination Lock Safe and Money Tray for Security 7.87\\\"x 6.30\\\"x 3.54\\\" Black\", \"asin\": \"B07FD7VQWH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN Tool Box, Lockable, 16 in., Red/Black (CMST16901)\", \"asin\": \"B09BDK7YG6\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Kootek 15pcs Cake Boxes, 10x10x8 Inches Tall Cake Box with Window, White Bakery Boxes, Large Baking Boxes, Square Cardboard Cake Box for Multi-Layer Cakes, Cake Decorating Supplies for Gift Giving\", \"asin\": \"B0BJK7DS3J\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SONGMICS Shoe Boxes, Pack of 12 Shoe Storage Organizers, Stackable Clear Plastic Boxes for Closet, Sneakers, 9.1 x 13.1 x 5.6 Inches, Fit up to US Size 11, Transparent and White ULSP12SWT\", \"asin\": \"B084VGB1GF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Homde Synthetic Leather Huge Jewelry Box Mirrored Watch Organizer Necklace Ring Earring Storage Lockable Gift Case (White + Gold)\", \"asin\": \"B0CLCH13T7\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:00.596Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:23:00.596Z
|
input
|
plug box
|
rule
|
train
| 1,021 |
2025-04-14T05:23:00.596Z
|
input
|
plug box
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "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": "box"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\" L x 11.8\" W x 7.5\" H for Shoes, Books, Clothes, Black", "asin": "B09ZQQX1WC", "price": "$28.98", "quantity": ""},
{"title": "Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings", "asin": "B0C42T2BT2", "price": "$49.99", "quantity": ""},
{"title": "Walnut Wood Box for Crafts, Jewelry Box and watch box Wooden Keepsake Box Gift (Walnut)", "asin": "B09NK8DDGM", "price": "$9.99", "quantity": ""},
{"title": "Large Clear Shoe Boxes Organizer\u3010Thicker Material\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack", "asin": "B0C5C9BFXM", "price": "$53.99", "quantity": ""},
{"title": "Yawinhe Collapsible Storage Bin, Cube Organizer Basket, Fabric Box with Lids, Washable and Leather Handle, for Home, Closet, White/Grey, 13.0''Lx9.0''Wx7.9''H, 1-Pack, SNK024WGS-1", "asin": "B0B82HZDBB", "price": "$10.99", "quantity": ""},
{"title": "8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\u2019\u2019x 10.6\u201dx 8.3\u201d)", "asin": "B0BBV8SQNY", "price": "$55.99", "quantity": ""},
{"title": "Large Clear Shoe Boxes Organizer\u3010Thicker Material\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack", "asin": "B0C5C9BFXM", "price": "$53.99", "quantity": ""},
{"title": "Iron Lock\u00ae - XXL Key Lock Box Wall Mount for Keys 4 Digit Combination with Resettable Code with A B Switch Extra Large lockbox Indoor Outdoor Waterproof Big Key Lock Box House Spare Keys Hide a Key", "asin": "B08G3MNLF5", "price": "$36.99", "quantity": ""},
{"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "quantity": ""},
{"title": "AVIDITI Small Shipping Boxes 9\"L x 6\"W x 4\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business", "asin": "B06W55HSWT", "price": "$94.49", "quantity": ""}],
"ads": [{"title": "Shipping Boxes", "asin": "B0DBR33B18"},
{"title": "Bags & Mailers", "asin": "B0BM2FTHQ3"},
{"title": "Bubble Mailers", "asin": "B01H5REJZC"}],
"search_results": [{"title": "SockitBox \u2013 The Original Weatherproof Connection Box \u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \u2013 Medium \u2013 Black", "asin": "B00274SLK8", "price": "$23.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WG6", "price": "$48.38", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "AVIDITI Shipping Boxes Small 18\"L x 12\"W x 3\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00K6EDL9C", "price": "$64.32", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "Black Gift Box, 9.5x6x3'' Gift boxes for Presents with Lids Magnetic Closure Rectangle Collapsible for Groomsman Proposal Box, Wedding, Christmas, Halloween, Birthday Gift Packging", "asin": "B09KLX859Y", "price": "$5.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "LIFELUM Gift Box 13''x10''x5'' Large Black Gift Boxes with Magnetic Lids Luxury Mother's Day Gifts Box for Groomsman Proposal Contains Card, Ribbon, Filler Birthday Gift Packging", "asin": "B09WXZ383C", "price": "$9.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "3-Pack Clear Stackable Storage Bins with Lids Magnetic Doors Open Front Foldable Folding Plastic Craft Containers Large Closet Organizers Box for Bedrooms Living Rooms Study Kids' Toys 24 QT", "asin": "B0CTSZMFCV", "price": "$38.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)", "asin": "B074JKK1G5", "price": "$34.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pink Gift Box 10\" x 6\" x 3\" with Magnetic Closure Lid Gift Box for Presents,Bridesmaid Gifts Box,Cute Box,Birthday Gift box,Luxury for Gift Packaging, Magnetic Gift Box for Wrapping Gifts (Pink)", "asin": "B0B1YTNZ45", "price": "$5.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "HORLIMER 12x9x4 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer", "asin": "B099RFY45Q", "price": "$29.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\" L x 11.8\" W x 7.5\" H for Shoes, Books, Clothes, Black", "asin": "B09ZQQX1WC", "price": "$28.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings", "asin": "B0C42T2BT2", "price": "$49.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "20 Pack 9x6x2 Inch Shipping Boxes - BM962 Small Corrugated Cardboard Boxes for Mailing, E-Commerce, Storage, Gift Wrapping, Small Business Packaging, Lightweight & Durable", "asin": "B0BZCMTMT8", "price": "$22.99", "delivery": "FREE delivery Tue, Apr 22 for Prime members Only 2 left in stock - order soon."},
{"title": "8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\u2019\u2019x 10.6\u201dx 8.3\u201d)", "asin": "B0BBV8SQNY", "price": "$55.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pioneer Photo Albums Photo Storage Box, Black", "asin": "B000P187PY", "price": "$10.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Amazon Basics Storage and Filing Boxes With Lid and Handles, Legal/Letter Size, Basic Duty, Pack of 20, White, 16.2\" L x 12.5\" W x 10.5\" H", "asin": "B07JFXBTR8", "price": "$44.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Bankers Box Small Prime Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 16-in x 12-in x 12-in (0062716)", "asin": "B002JFYT0Q", "price": "$37.73", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 15"},
{"title": "Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B07BKVN8S4", "price": "$69.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "13x10x2 Inches Shipping Boxes Pack of 25, White Corrugated Cardboard Boxes for Small Bussiness", "asin": "B0B2N3RSTV", "price": "$32.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "AVIDITI Small Shipping Boxes 9\"L x 6\"W x 4\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business", "asin": "B06W55HSWT", "price": "$94.49", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "Shipping Boxes 5X4X3 Set of 40, White Corrugated Cardboard Box for Mailing Business Packaging", "asin": "B0D4TNVR2L", "price": "$23.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Large Clear Shoe Boxes Organizer\u3010Thicker Material\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack", "asin": "B0C5C9BFXM", "price": "$53.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Citylife 17 QT Plastic Storage Box with Removable Tray Craft Organizers and Storage Clear Storage Container for Organizing Bead, Tool, Sewing, Playdoh", "asin": "B0BC8Y1W77", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Large Moving Boxes 20\" x 20\" x 15\" (Pack of 6)", "asin": "B007PBKMKK", "price": "$31.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "uBoxes Moving Bundles Medium Boxes 18\" x 14\" x 12\" - Medium Boxes (Pack of 15)", "asin": "B08WWPTBZ6", "price": "$39.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "HORLIMER 9x6x2 inches Shipping Boxes Set of 50, White Corrugated Cardboard Box Literature Mailer", "asin": "B0BG43QPY2", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "BALEINE File Organizer Box with Lid, Collapsible File Folder Organizer with Plastic Slide, Hanging File Folder Box for Office Document Storage (1 Pack, Black)", "asin": "B0CFTQ4418", "price": "$12.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)", "asin": "B00KP37YW4", "price": "$38.69", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "RLAVBL 9x6x2 Shipping Boxes Set of 50, White Small Corrugated Cardboard Box, Mailer Box", "asin": "B0BG4S364X", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon."},
{"title": "Samhita Handmade Mango Wood Tree of Life Engraving Beautifully Keepsake Box Jewellery Organiser Unique Gift Ideas for Men & Women (Flame Work Finish)", "asin": "B0972PZBX6", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "popoly Large Toy Box Chest with Lid, Collapsible Sturdy Toy Storage Organizer Boxes Bins Baskets for Kids, Boys, Girls, Nursery, Playroom, 25\"x13\" x16\" (Linen Gray)", "asin": "B097PYH4ZG", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Bankers Box 6 Pack (0071303) STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B074JK3XHC", "price": "$26.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM", "price": "$21.80", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sterilite 12-Pack Storage Box, Stackable Clear Plastic Bins with Snap-On Lids, 6 Quart", "asin": "B002BDTETW", "price": "$31.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Battle Mountain (A Joe Pickett Novel)", "asin": "0593851056", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DEWALT TSTAK Tool Box, Extra Large Design, Removable Tray for Easy Access to Tools, Water and Debris Resistant (DWST17806)", "asin": "B00CBY2EIO", "price": "$33.28", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Plano Field Ammo Box, OD Green, Lockable Ammunition Storage Box with Heavy-Duty Carry Handle, Small Plastic Ammo Storage, Water-Resistant Protection, Holds 6-8 Boxes of Ammo", "asin": "B004W3WC84", "price": "$5.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Oletx 30-Pack White Party Favor Treat Boxes, Goodie Gable Paper Gift Boxes with Handles. Perfect for Wedding, Birthday, Graduation, Babyshower.", "asin": "B0BK1L25G7", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Keter Outdoor Storage Deck Box, 150 Gallon Resin Patio Bin & Bench, Wood Grain, Brown", "asin": "B01HDPY7RG", "price": "$155.72", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "12 Pack X Large Shoe Organizer Storage Boxes for Closet, Modular Space Saving Shoe Boxes Clear Plastic Stackable Sneaker Containers Display Case with Lids, White", "asin": "B0BXSDGFKF", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kuject X-Large Shoe Storage Boxes Organizers Clear Plastic Stackable 12 Pack, Shoe Rack & Holder Substitute, Sneaker Containers, Toy Storage Organizer Bins for Entryway, Closet, Under Bed, Black", "asin": "B09VC2TWQ8", "price": "$33.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Cardboard Jewelry White Gift Boxes 20 Pack3.5\u00d73.5\u00d71 inches, its apply to displaying necklaces, rings, bracelets, earrings", "asin": "B0B4HZDQJ1", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "IRIS USA 32 Qt Stackable Plastic Storage Bins with Lids, 6 Pack - BPA-Free, Made in USA - See-Through Organizing Solution, Latches, Durable Nestable Containers, Secure Pull Handle - Clear", "asin": "B0BRFJ5QRK", "price": "$44.19", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "SentrySafe Black Fireproof and Waterproof Safe, File Folder and Document Box with Key Lock, Ex. 14.3 x 15.5 x 13.5 inches, HD4100", "asin": "B00GE57DFK", "price": "$67.96", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "IRIS USA Pencil Case Box Storage Container for Organizing with Snap Lid, 10-Pack, Big Capacity Stackable Plastic Pen Pouch for Craft Hobby Art Supplies Journaling Stationery Sticker, Clear, Medium", "asin": "B00FZVPWTI", "price": "$17.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "KYODOLED Locking Cash Box with Lock,Money Box with Cash Tray,Lock Safe Box with Key,Money Saving Organizer,11.81Lx 9.45Wx 3.54H Inches,Black XL Large", "asin": "B07FFR8FK9", "price": "$22.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Moretoes 24pcs Cake Boxes, 10x10x5 Inches White Square Bakery Boxes with Window Cajas Pasteles for Cake, Mother's Day, Pastries, Chocolates, Cookies, Pie, Birthday Party, Wedding", "asin": "B07RXVGKCC", "price": "$21.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "SONGMICS 2-Layer Jewelry Box, Jewelry Organizer with Handle, Removable Jewelry Tray, Jewelry Storage, Floating Effect, 8.1 x 9.4 x 4.3 Inches, Gift Idea, White UJBC165W01", "asin": "B0BWJ48MDK", "price": "$24.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "CRAVEBOX Snack Box (50 Count) Easter Variety Pack Gift Care Package Basket Adult Kid Guy Girl Women Men Birthday College Student Office Back to School", "asin": "B01N22CM3F", "price": "$29.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "B07CGPLXG9", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Moretoes 15Pcs Cake Boxes, 12x12x8 Inch White Bakery Boxes with Window Cake Containers Tall Dessert Cardboard Boxes", "asin": "B0BBZSCVJY", "price": "$27.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "KYODOLED Medium Metal Cash Box with Combination Lock Safe and Money Tray for Security 7.87\"x 6.30\"x 3.54\" Black", "asin": "B07FD7VQWH", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "CRAFTSMAN Tool Box, Lockable, 16 in., Red/Black (CMST16901)", "asin": "B09BDK7YG6", "price": "$16.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Kootek 15pcs Cake Boxes, 10x10x8 Inches Tall Cake Box with Window, White Bakery Boxes, Large Baking Boxes, Square Cardboard Cake Box for Multi-Layer Cakes, Cake Decorating Supplies for Gift Giving", "asin": "B0BJK7DS3J", "price": "$25.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SONGMICS Shoe Boxes, Pack of 12 Shoe Storage Organizers, Stackable Clear Plastic Boxes for Closet, Sneakers, 9.1 x 13.1 x 5.6 Inches, Fit up to US Size 11, Transparent and White ULSP12SWT", "asin": "B084VGB1GF", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Homde Synthetic Leather Huge Jewelry Box Mirrored Watch Organizer Necklace Ring Earring Storage Lockable Gift Case (White + Gold)", "asin": "B0CLCH13T7", "price": "$39.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:23:00.596Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:23:00.596Z\",\"action\": \"input\",\"acion_argument\": \"plug box\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:23:00.596Z\",\"action\": \"input\",\"acion_argument\": \"plug box\",}</answer>",
"index": 1021,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"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\": \"box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\\\" L x 11.8\\\" W x 7.5\\\" H for Shoes, Books, Clothes, Black\", \"asin\": \"B09ZQQX1WC\", \"price\": \"$28.98\", \"quantity\": \"\"},\n{\"title\": \"Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings\", \"asin\": \"B0C42T2BT2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Walnut Wood Box for Crafts, Jewelry Box and watch box Wooden Keepsake Box Gift (Walnut)\", \"asin\": \"B09NK8DDGM\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Yawinhe Collapsible Storage Bin, Cube Organizer Basket, Fabric Box with Lids, Washable and Leather Handle, for Home, Closet, White/Grey, 13.0''Lx9.0''Wx7.9''H, 1-Pack, SNK024WGS-1\", \"asin\": \"B0B82HZDBB\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\\u2019\\u2019x 10.6\\u201dx 8.3\\u201d)\", \"asin\": \"B0BBV8SQNY\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Iron Lock\\u00ae - XXL Key Lock Box Wall Mount for Keys 4 Digit Combination with Resettable Code with A B Switch Extra Large lockbox Indoor Outdoor Waterproof Big Key Lock Box House Spare Keys Hide a Key\", \"asin\": \"B08G3MNLF5\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\\\"L x 10\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273PEA\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"AVIDITI Small Shipping Boxes 9\\\"L x 6\\\"W x 4\\\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business\", \"asin\": \"B06W55HSWT\", \"price\": \"$94.49\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Shipping Boxes\", \"asin\": \"B0DBR33B18\"},\n{\"title\": \"Bags & Mailers\", \"asin\": \"B0BM2FTHQ3\"},\n{\"title\": \"Bubble Mailers\", \"asin\": \"B01H5REJZC\"}],\n\"search_results\": [{\"title\": \"SockitBox \\u2013 The Original Weatherproof Connection Box \\u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \\u2013 Medium \\u2013 Black\", \"asin\": \"B00274SLK8\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\\\"L x 10\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273PEA\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\\\"L x 12\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273WG6\", \"price\": \"$48.38\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"AVIDITI Shipping Boxes Small 18\\\"L x 12\\\"W x 3\\\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage\", \"asin\": \"B00K6EDL9C\", \"price\": \"$64.32\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Black Gift Box, 9.5x6x3'' Gift boxes for Presents with Lids Magnetic Closure Rectangle Collapsible for Groomsman Proposal Box, Wedding, Christmas, Halloween, Birthday Gift Packging\", \"asin\": \"B09KLX859Y\", \"price\": \"$5.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"LIFELUM Gift Box 13''x10''x5'' Large Black Gift Boxes with Magnetic Lids Luxury Mother's Day Gifts Box for Groomsman Proposal Contains Card, Ribbon, Filler Birthday Gift Packging\", \"asin\": \"B09WXZ383C\", \"price\": \"$9.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"3-Pack Clear Stackable Storage Bins with Lids Magnetic Doors Open Front Foldable Folding Plastic Craft Containers Large Closet Organizers Box for Bedrooms Living Rooms Study Kids' Toys 24 QT\", \"asin\": \"B0CTSZMFCV\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)\", \"asin\": \"B074JKK1G5\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pink Gift Box 10\\\" x 6\\\" x 3\\\" with Magnetic Closure Lid Gift Box for Presents,Bridesmaid Gifts Box,Cute Box,Birthday Gift box,Luxury for Gift Packaging, Magnetic Gift Box for Wrapping Gifts (Pink)\", \"asin\": \"B0B1YTNZ45\", \"price\": \"$5.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"HORLIMER 12x9x4 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer\", \"asin\": \"B099RFY45Q\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\\\" L x 11.8\\\" W x 7.5\\\" H for Shoes, Books, Clothes, Black\", \"asin\": \"B09ZQQX1WC\", \"price\": \"$28.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings\", \"asin\": \"B0C42T2BT2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"20 Pack 9x6x2 Inch Shipping Boxes - BM962 Small Corrugated Cardboard Boxes for Mailing, E-Commerce, Storage, Gift Wrapping, Small Business Packaging, Lightweight & Durable\", \"asin\": \"B0BZCMTMT8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\\u2019\\u2019x 10.6\\u201dx 8.3\\u201d)\", \"asin\": \"B0BBV8SQNY\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pioneer Photo Albums Photo Storage Box, Black\", \"asin\": \"B000P187PY\", \"price\": \"$10.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Storage and Filing Boxes With Lid and Handles, Legal/Letter Size, Basic Duty, Pack of 20, White, 16.2\\\" L x 12.5\\\" W x 10.5\\\" H\", \"asin\": \"B07JFXBTR8\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Bankers Box Small Prime Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 16-in x 12-in x 12-in (0062716)\", \"asin\": \"B002JFYT0Q\", \"price\": \"$37.73\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B07BKVN8S4\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"13x10x2 Inches Shipping Boxes Pack of 25, White Corrugated Cardboard Boxes for Small Bussiness\", \"asin\": \"B0B2N3RSTV\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"AVIDITI Small Shipping Boxes 9\\\"L x 6\\\"W x 4\\\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business\", \"asin\": \"B06W55HSWT\", \"price\": \"$94.49\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Shipping Boxes 5X4X3 Set of 40, White Corrugated Cardboard Box for Mailing Business Packaging\", \"asin\": \"B0D4TNVR2L\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Citylife 17 QT Plastic Storage Box with Removable Tray Craft Organizers and Storage Clear Storage Container for Organizing Bead, Tool, Sewing, Playdoh\", \"asin\": \"B0BC8Y1W77\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 6)\", \"asin\": \"B007PBKMKK\", \"price\": \"$31.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"uBoxes Moving Bundles Medium Boxes 18\\\" x 14\\\" x 12\\\" - Medium Boxes (Pack of 15)\", \"asin\": \"B08WWPTBZ6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HORLIMER 9x6x2 inches Shipping Boxes Set of 50, White Corrugated Cardboard Box Literature Mailer\", \"asin\": \"B0BG43QPY2\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"BALEINE File Organizer Box with Lid, Collapsible File Folder Organizer with Plastic Slide, Hanging File Folder Box for Office Document Storage (1 Pack, Black)\", \"asin\": \"B0CFTQ4418\", \"price\": \"$12.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)\", \"asin\": \"B00KP37YW4\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"RLAVBL 9x6x2 Shipping Boxes Set of 50, White Small Corrugated Cardboard Box, Mailer Box\", \"asin\": \"B0BG4S364X\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon.\"},\n{\"title\": \"Samhita Handmade Mango Wood Tree of Life Engraving Beautifully Keepsake Box Jewellery Organiser Unique Gift Ideas for Men & Women (Flame Work Finish)\", \"asin\": \"B0972PZBX6\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"popoly Large Toy Box Chest with Lid, Collapsible Sturdy Toy Storage Organizer Boxes Bins Baskets for Kids, Boys, Girls, Nursery, Playroom, 25\\\"x13\\\" x16\\\" (Linen Gray)\", \"asin\": \"B097PYH4ZG\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box 6 Pack (0071303) STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B074JK3XHC\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$21.80\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sterilite 12-Pack Storage Box, Stackable Clear Plastic Bins with Snap-On Lids, 6 Quart\", \"asin\": \"B002BDTETW\", \"price\": \"$31.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Battle Mountain (A Joe Pickett Novel)\", \"asin\": \"0593851056\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DEWALT TSTAK Tool Box, Extra Large Design, Removable Tray for Easy Access to Tools, Water and Debris Resistant (DWST17806)\", \"asin\": \"B00CBY2EIO\", \"price\": \"$33.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Plano Field Ammo Box, OD Green, Lockable Ammunition Storage Box with Heavy-Duty Carry Handle, Small Plastic Ammo Storage, Water-Resistant Protection, Holds 6-8 Boxes of Ammo\", \"asin\": \"B004W3WC84\", \"price\": \"$5.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Oletx 30-Pack White Party Favor Treat Boxes, Goodie Gable Paper Gift Boxes with Handles. Perfect for Wedding, Birthday, Graduation, Babyshower.\", \"asin\": \"B0BK1L25G7\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Keter Outdoor Storage Deck Box, 150 Gallon Resin Patio Bin & Bench, Wood Grain, Brown\", \"asin\": \"B01HDPY7RG\", \"price\": \"$155.72\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"12 Pack X Large Shoe Organizer Storage Boxes for Closet, Modular Space Saving Shoe Boxes Clear Plastic Stackable Sneaker Containers Display Case with Lids, White\", \"asin\": \"B0BXSDGFKF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kuject X-Large Shoe Storage Boxes Organizers Clear Plastic Stackable 12 Pack, Shoe Rack & Holder Substitute, Sneaker Containers, Toy Storage Organizer Bins for Entryway, Closet, Under Bed, Black\", \"asin\": \"B09VC2TWQ8\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cardboard Jewelry White Gift Boxes 20 Pack3.5\\u00d73.5\\u00d71 inches, its apply to displaying necklaces, rings, bracelets, earrings\", \"asin\": \"B0B4HZDQJ1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"IRIS USA 32 Qt Stackable Plastic Storage Bins with Lids, 6 Pack - BPA-Free, Made in USA - See-Through Organizing Solution, Latches, Durable Nestable Containers, Secure Pull Handle - Clear\", \"asin\": \"B0BRFJ5QRK\", \"price\": \"$44.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SentrySafe Black Fireproof and Waterproof Safe, File Folder and Document Box with Key Lock, Ex. 14.3 x 15.5 x 13.5 inches, HD4100\", \"asin\": \"B00GE57DFK\", \"price\": \"$67.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"IRIS USA Pencil Case Box Storage Container for Organizing with Snap Lid, 10-Pack, Big Capacity Stackable Plastic Pen Pouch for Craft Hobby Art Supplies Journaling Stationery Sticker, Clear, Medium\", \"asin\": \"B00FZVPWTI\", \"price\": \"$17.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"KYODOLED Locking Cash Box with Lock,Money Box with Cash Tray,Lock Safe Box with Key,Money Saving Organizer,11.81Lx 9.45Wx 3.54H Inches,Black XL Large\", \"asin\": \"B07FFR8FK9\", \"price\": \"$22.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 24pcs Cake Boxes, 10x10x5 Inches White Square Bakery Boxes with Window Cajas Pasteles for Cake, Mother's Day, Pastries, Chocolates, Cookies, Pie, Birthday Party, Wedding\", \"asin\": \"B07RXVGKCC\", \"price\": \"$21.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SONGMICS 2-Layer Jewelry Box, Jewelry Organizer with Handle, Removable Jewelry Tray, Jewelry Storage, Floating Effect, 8.1 x 9.4 x 4.3 Inches, Gift Idea, White UJBC165W01\", \"asin\": \"B0BWJ48MDK\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAVEBOX Snack Box (50 Count) Easter Variety Pack Gift Care Package Basket Adult Kid Guy Girl Women Men Birthday College Student Office Back to School\", \"asin\": \"B01N22CM3F\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"B07CGPLXG9\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 15Pcs Cake Boxes, 12x12x8 Inch White Bakery Boxes with Window Cake Containers Tall Dessert Cardboard Boxes\", \"asin\": \"B0BBZSCVJY\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"KYODOLED Medium Metal Cash Box with Combination Lock Safe and Money Tray for Security 7.87\\\"x 6.30\\\"x 3.54\\\" Black\", \"asin\": \"B07FD7VQWH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN Tool Box, Lockable, 16 in., Red/Black (CMST16901)\", \"asin\": \"B09BDK7YG6\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Kootek 15pcs Cake Boxes, 10x10x8 Inches Tall Cake Box with Window, White Bakery Boxes, Large Baking Boxes, Square Cardboard Cake Box for Multi-Layer Cakes, Cake Decorating Supplies for Gift Giving\", \"asin\": \"B0BJK7DS3J\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SONGMICS Shoe Boxes, Pack of 12 Shoe Storage Organizers, Stackable Clear Plastic Boxes for Closet, Sneakers, 9.1 x 13.1 x 5.6 Inches, Fit up to US Size 11, Transparent and White ULSP12SWT\", \"asin\": \"B084VGB1GF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Homde Synthetic Leather Huge Jewelry Box Mirrored Watch Organizer Necklace Ring Earring Storage Lockable Gift Case (White + Gold)\", \"asin\": \"B0CLCH13T7\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:00.596Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": 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11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box 6 Pack (0071303) STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B074JK3XHC\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$21.80\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sterilite 12-Pack Storage Box, Stackable Clear Plastic Bins with Snap-On Lids, 6 Quart\", \"asin\": \"B002BDTETW\", \"price\": \"$31.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Battle Mountain (A Joe Pickett Novel)\", \"asin\": \"0593851056\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DEWALT TSTAK Tool Box, Extra Large Design, Removable Tray for Easy Access to Tools, Water and Debris Resistant (DWST17806)\", \"asin\": \"B00CBY2EIO\", \"price\": \"$33.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Plano Field Ammo Box, OD Green, Lockable Ammunition Storage Box with Heavy-Duty Carry Handle, Small Plastic Ammo Storage, Water-Resistant Protection, Holds 6-8 Boxes of Ammo\", \"asin\": \"B004W3WC84\", \"price\": \"$5.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Oletx 30-Pack White Party Favor Treat Boxes, Goodie Gable Paper Gift Boxes with Handles. Perfect for Wedding, Birthday, Graduation, Babyshower.\", \"asin\": \"B0BK1L25G7\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Keter Outdoor Storage Deck Box, 150 Gallon Resin Patio Bin & Bench, Wood Grain, Brown\", \"asin\": \"B01HDPY7RG\", \"price\": \"$155.72\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"12 Pack X Large Shoe Organizer Storage Boxes for Closet, Modular Space Saving Shoe Boxes Clear Plastic Stackable Sneaker Containers Display Case with Lids, White\", \"asin\": \"B0BXSDGFKF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kuject X-Large Shoe Storage Boxes Organizers Clear Plastic Stackable 12 Pack, Shoe Rack & Holder Substitute, Sneaker Containers, Toy Storage Organizer Bins for Entryway, Closet, Under Bed, Black\", \"asin\": \"B09VC2TWQ8\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cardboard Jewelry White Gift Boxes 20 Pack3.5\\u00d73.5\\u00d71 inches, its apply to displaying necklaces, rings, bracelets, earrings\", \"asin\": \"B0B4HZDQJ1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"IRIS USA 32 Qt Stackable Plastic Storage Bins with Lids, 6 Pack - BPA-Free, Made in USA - See-Through Organizing Solution, Latches, Durable Nestable Containers, Secure Pull Handle - Clear\", \"asin\": \"B0BRFJ5QRK\", \"price\": \"$44.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SentrySafe Black Fireproof and Waterproof Safe, File Folder and Document Box with Key Lock, Ex. 14.3 x 15.5 x 13.5 inches, HD4100\", \"asin\": \"B00GE57DFK\", \"price\": \"$67.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"IRIS USA Pencil Case Box Storage Container for Organizing with Snap Lid, 10-Pack, Big Capacity Stackable Plastic Pen Pouch for Craft Hobby Art Supplies Journaling Stationery Sticker, Clear, Medium\", \"asin\": \"B00FZVPWTI\", \"price\": \"$17.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"KYODOLED Locking Cash Box with Lock,Money Box with Cash Tray,Lock Safe Box with Key,Money Saving Organizer,11.81Lx 9.45Wx 3.54H Inches,Black XL Large\", \"asin\": \"B07FFR8FK9\", \"price\": \"$22.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 24pcs Cake Boxes, 10x10x5 Inches White Square Bakery Boxes with Window Cajas Pasteles for Cake, Mother's Day, Pastries, Chocolates, Cookies, Pie, Birthday Party, Wedding\", \"asin\": \"B07RXVGKCC\", \"price\": \"$21.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SONGMICS 2-Layer Jewelry Box, Jewelry Organizer with Handle, Removable Jewelry Tray, Jewelry Storage, Floating Effect, 8.1 x 9.4 x 4.3 Inches, Gift Idea, White UJBC165W01\", \"asin\": \"B0BWJ48MDK\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAVEBOX Snack Box (50 Count) Easter Variety Pack Gift Care Package Basket Adult Kid Guy Girl Women Men Birthday College Student Office Back to School\", \"asin\": \"B01N22CM3F\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"B07CGPLXG9\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 15Pcs Cake Boxes, 12x12x8 Inch White Bakery Boxes with Window Cake Containers Tall Dessert Cardboard Boxes\", \"asin\": \"B0BBZSCVJY\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"KYODOLED Medium Metal Cash Box with Combination Lock Safe and Money Tray for Security 7.87\\\"x 6.30\\\"x 3.54\\\" Black\", \"asin\": \"B07FD7VQWH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN Tool Box, Lockable, 16 in., Red/Black (CMST16901)\", \"asin\": \"B09BDK7YG6\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Kootek 15pcs Cake Boxes, 10x10x8 Inches Tall Cake Box with Window, White Bakery Boxes, Large Baking Boxes, Square Cardboard Cake Box for Multi-Layer Cakes, Cake Decorating Supplies for Gift Giving\", \"asin\": \"B0BJK7DS3J\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SONGMICS Shoe Boxes, Pack of 12 Shoe Storage Organizers, Stackable Clear Plastic Boxes for Closet, Sneakers, 9.1 x 13.1 x 5.6 Inches, Fit up to US Size 11, Transparent and White ULSP12SWT\", \"asin\": \"B084VGB1GF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Homde Synthetic Leather Huge Jewelry Box Mirrored Watch Organizer Necklace Ring Earring Storage Lockable Gift Case (White + Gold)\", \"asin\": \"B0CLCH13T7\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:00.700Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:23:00.700Z
|
click
|
suggested_term
|
rule
|
train
| 1,022 |
2025-04-14T05:23:00.700Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "plug box"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\" L x 11.8\" W x 7.5\" H for Shoes, Books, Clothes, Black", "asin": "B09ZQQX1WC", "price": "$28.98", "quantity": ""},
{"title": "Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings", "asin": "B0C42T2BT2", "price": "$49.99", "quantity": ""},
{"title": "Walnut Wood Box for Crafts, Jewelry Box and watch box Wooden Keepsake Box Gift (Walnut)", "asin": "B09NK8DDGM", "price": "$9.99", "quantity": ""},
{"title": "Large Clear Shoe Boxes Organizer\u3010Thicker Material\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack", "asin": "B0C5C9BFXM", "price": "$53.99", "quantity": ""},
{"title": "Yawinhe Collapsible Storage Bin, Cube Organizer Basket, Fabric Box with Lids, Washable and Leather Handle, for Home, Closet, White/Grey, 13.0''Lx9.0''Wx7.9''H, 1-Pack, SNK024WGS-1", "asin": "B0B82HZDBB", "price": "$10.99", "quantity": ""},
{"title": "8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\u2019\u2019x 10.6\u201dx 8.3\u201d)", "asin": "B0BBV8SQNY", "price": "$55.99", "quantity": ""},
{"title": "Large Clear Shoe Boxes Organizer\u3010Thicker Material\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack", "asin": "B0C5C9BFXM", "price": "$53.99", "quantity": ""},
{"title": "Iron Lock\u00ae - XXL Key Lock Box Wall Mount for Keys 4 Digit Combination with Resettable Code with A B Switch Extra Large lockbox Indoor Outdoor Waterproof Big Key Lock Box House Spare Keys Hide a Key", "asin": "B08G3MNLF5", "price": "$36.99", "quantity": ""},
{"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "quantity": ""},
{"title": "AVIDITI Small Shipping Boxes 9\"L x 6\"W x 4\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business", "asin": "B06W55HSWT", "price": "$94.49", "quantity": ""}],
"ads": [{"title": "Shipping Boxes", "asin": "B0DBR33B18"},
{"title": "Bags & Mailers", "asin": "B0BM2FTHQ3"},
{"title": "Bubble Mailers", "asin": "B01H5REJZC"}],
"search_results": [{"title": "SockitBox \u2013 The Original Weatherproof Connection Box \u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \u2013 Medium \u2013 Black", "asin": "B00274SLK8", "price": "$23.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\"L x 10\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273PEA", "price": "$34.99", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\"L x 12\"W x 6\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes", "asin": "B01D273WG6", "price": "$48.38", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "AVIDITI Shipping Boxes Small 18\"L x 12\"W x 3\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage", "asin": "B00K6EDL9C", "price": "$64.32", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "Black Gift Box, 9.5x6x3'' Gift boxes for Presents with Lids Magnetic Closure Rectangle Collapsible for Groomsman Proposal Box, Wedding, Christmas, Halloween, Birthday Gift Packging", "asin": "B09KLX859Y", "price": "$5.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "BOX USA Moving Boxes Medium 18\"L x 14\"W x 12\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12", "asin": "B078HSG985", "price": "$19.49", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "UBOXES Large Moving Boxes 20\" x 20\" x 15\" (Pack of 12)", "asin": "B08WPW7NZ3", "price": "$39.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue", "asin": "B0DGF616XN", "price": "$21.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "LIFELUM Gift Box 13''x10''x5'' Large Black Gift Boxes with Magnetic Lids Luxury Mother's Day Gifts Box for Groomsman Proposal Contains Card, Ribbon, Filler Birthday Gift Packging", "asin": "B09WXZ383C", "price": "$9.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\" x 14\" x 12\"", "asin": "B07RP8RG5R", "price": "$34.30", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "3-Pack Clear Stackable Storage Bins with Lids Magnetic Doors Open Front Foldable Folding Plastic Craft Containers Large Closet Organizers Box for Bedrooms Living Rooms Study Kids' Toys 24 QT", "asin": "B0CTSZMFCV", "price": "$38.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)", "asin": "B074NGF66G", "price": "$26.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)", "asin": "B074JKK1G5", "price": "$34.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pink Gift Box 10\" x 6\" x 3\" with Magnetic Closure Lid Gift Box for Presents,Bridesmaid Gifts Box,Cute Box,Birthday Gift box,Luxury for Gift Packaging, Magnetic Gift Box for Wrapping Gifts (Pink)", "asin": "B0B1YTNZ45", "price": "$5.94", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "HORLIMER 12x9x4 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer", "asin": "B099RFY45Q", "price": "$29.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\" L x 11.8\" W x 7.5\" H for Shoes, Books, Clothes, Black", "asin": "B09ZQQX1WC", "price": "$28.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings", "asin": "B0C42T2BT2", "price": "$49.99", "delivery": "FREE delivery Sat, Apr 19 for Prime members"},
{"title": "20 Pack 9x6x2 Inch Shipping Boxes - BM962 Small Corrugated Cardboard Boxes for Mailing, E-Commerce, Storage, Gift Wrapping, Small Business Packaging, Lightweight & Durable", "asin": "B0BZCMTMT8", "price": "$22.99", "delivery": "FREE delivery Tue, Apr 22 for Prime members Only 2 left in stock - order soon."},
{"title": "8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\u2019\u2019x 10.6\u201dx 8.3\u201d)", "asin": "B0BBV8SQNY", "price": "$55.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Pioneer Photo Albums Photo Storage Box, Black", "asin": "B000P187PY", "price": "$10.83", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Amazon Basics Storage and Filing Boxes With Lid and Handles, Legal/Letter Size, Basic Duty, Pack of 20, White, 16.2\" L x 12.5\" W x 10.5\" H", "asin": "B07JFXBTR8", "price": "$44.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Bankers Box Small Prime Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 16-in x 12-in x 12-in (0062716)", "asin": "B002JFYT0Q", "price": "$37.73", "delivery": "FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 15"},
{"title": "Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B07BKVN8S4", "price": "$69.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "13x10x2 Inches Shipping Boxes Pack of 25, White Corrugated Cardboard Boxes for Small Bussiness", "asin": "B0B2N3RSTV", "price": "$32.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "AVIDITI Small Shipping Boxes 9\"L x 6\"W x 4\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business", "asin": "B06W55HSWT", "price": "$94.49", "delivery": "FREE delivery Tue, Apr 22 for Prime members"},
{"title": "Shipping Boxes 5X4X3 Set of 40, White Corrugated Cardboard Box for Mailing Business Packaging", "asin": "B0D4TNVR2L", "price": "$23.99", "delivery": "FREE delivery Thu, Apr 17"},
{"title": "Large Clear Shoe Boxes Organizer\u3010Thicker Material\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack", "asin": "B0C5C9BFXM", "price": "$53.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Citylife 17 QT Plastic Storage Box with Removable Tray Craft Organizers and Storage Clear Storage Container for Organizing Bead, Tool, Sewing, Playdoh", "asin": "B0BC8Y1W77", "price": "$34.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Large Moving Boxes 20\" x 20\" x 15\" (Pack of 6)", "asin": "B007PBKMKK", "price": "$31.00", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "uBoxes Moving Bundles Medium Boxes 18\" x 14\" x 12\" - Medium Boxes (Pack of 15)", "asin": "B08WWPTBZ6", "price": "$39.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "HORLIMER 9x6x2 inches Shipping Boxes Set of 50, White Corrugated Cardboard Box Literature Mailer", "asin": "B0BG43QPY2", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "BALEINE File Organizer Box with Lid, Collapsible File Folder Organizer with Plastic Slide, Hanging File Folder Box for Office Document Storage (1 Pack, Black)", "asin": "B0CFTQ4418", "price": "$12.74", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)", "asin": "B00KP37YW4", "price": "$38.69", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "RLAVBL 9x6x2 Shipping Boxes Set of 50, White Small Corrugated Cardboard Box, Mailer Box", "asin": "B0BG4S364X", "price": "$31.99", "delivery": " Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon."},
{"title": "Samhita Handmade Mango Wood Tree of Life Engraving Beautifully Keepsake Box Jewellery Organiser Unique Gift Ideas for Men & Women (Flame Work Finish)", "asin": "B0972PZBX6", "price": "$14.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "popoly Large Toy Box Chest with Lid, Collapsible Sturdy Toy Storage Organizer Boxes Bins Baskets for Kids, Boys, Girls, Nursery, Playroom, 25\"x13\" x16\" (Linen Gray)", "asin": "B097PYH4ZG", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Bankers Box 6 Pack (0071303) STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue", "asin": "B074JK3XHC", "price": "$26.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving", "asin": "B086WNKLTM", "price": "$21.80", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Sterilite 12-Pack Storage Box, Stackable Clear Plastic Bins with Snap-On Lids, 6 Quart", "asin": "B002BDTETW", "price": "$31.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Battle Mountain (A Joe Pickett Novel)", "asin": "0593851056", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "DEWALT TSTAK Tool Box, Extra Large Design, Removable Tray for Easy Access to Tools, Water and Debris Resistant (DWST17806)", "asin": "B00CBY2EIO", "price": "$33.28", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Plano Field Ammo Box, OD Green, Lockable Ammunition Storage Box with Heavy-Duty Carry Handle, Small Plastic Ammo Storage, Water-Resistant Protection, Holds 6-8 Boxes of Ammo", "asin": "B004W3WC84", "price": "$5.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Oletx 30-Pack White Party Favor Treat Boxes, Goodie Gable Paper Gift Boxes with Handles. Perfect for Wedding, Birthday, Graduation, Babyshower.", "asin": "B0BK1L25G7", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Keter Outdoor Storage Deck Box, 150 Gallon Resin Patio Bin & Bench, Wood Grain, Brown", "asin": "B01HDPY7RG", "price": "$155.72", "delivery": "FREE delivery Tue, Apr 15"},
{"title": "12 Pack X Large Shoe Organizer Storage Boxes for Closet, Modular Space Saving Shoe Boxes Clear Plastic Stackable Sneaker Containers Display Case with Lids, White", "asin": "B0BXSDGFKF", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Kuject X-Large Shoe Storage Boxes Organizers Clear Plastic Stackable 12 Pack, Shoe Rack & Holder Substitute, Sneaker Containers, Toy Storage Organizer Bins for Entryway, Closet, Under Bed, Black", "asin": "B09VC2TWQ8", "price": "$33.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Cardboard Jewelry White Gift Boxes 20 Pack3.5\u00d73.5\u00d71 inches, its apply to displaying necklaces, rings, bracelets, earrings", "asin": "B0B4HZDQJ1", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "IRIS USA 32 Qt Stackable Plastic Storage Bins with Lids, 6 Pack - BPA-Free, Made in USA - See-Through Organizing Solution, Latches, Durable Nestable Containers, Secure Pull Handle - Clear", "asin": "B0BRFJ5QRK", "price": "$44.19", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "SentrySafe Black Fireproof and Waterproof Safe, File Folder and Document Box with Key Lock, Ex. 14.3 x 15.5 x 13.5 inches, HD4100", "asin": "B00GE57DFK", "price": "$67.96", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "IRIS USA Pencil Case Box Storage Container for Organizing with Snap Lid, 10-Pack, Big Capacity Stackable Plastic Pen Pouch for Craft Hobby Art Supplies Journaling Stationery Sticker, Clear, Medium", "asin": "B00FZVPWTI", "price": "$17.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "KYODOLED Locking Cash Box with Lock,Money Box with Cash Tray,Lock Safe Box with Key,Money Saving Organizer,11.81Lx 9.45Wx 3.54H Inches,Black XL Large", "asin": "B07FFR8FK9", "price": "$22.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Moretoes 24pcs Cake Boxes, 10x10x5 Inches White Square Bakery Boxes with Window Cajas Pasteles for Cake, Mother's Day, Pastries, Chocolates, Cookies, Pie, Birthday Party, Wedding", "asin": "B07RXVGKCC", "price": "$21.49", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "SONGMICS 2-Layer Jewelry Box, Jewelry Organizer with Handle, Removable Jewelry Tray, Jewelry Storage, Floating Effect, 8.1 x 9.4 x 4.3 Inches, Gift Idea, White UJBC165W01", "asin": "B0BWJ48MDK", "price": "$24.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "CRAVEBOX Snack Box (50 Count) Easter Variety Pack Gift Care Package Basket Adult Kid Guy Girl Women Men Birthday College Student Office Back to School", "asin": "B01N22CM3F", "price": "$29.95", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)", "asin": "B07CGPLXG9", "price": "$23.97", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Moretoes 15Pcs Cake Boxes, 12x12x8 Inch White Bakery Boxes with Window Cake Containers Tall Dessert Cardboard Boxes", "asin": "B0BBZSCVJY", "price": "$27.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "KYODOLED Medium Metal Cash Box with Combination Lock Safe and Money Tray for Security 7.87\"x 6.30\"x 3.54\" Black", "asin": "B07FD7VQWH", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "CRAFTSMAN Tool Box, Lockable, 16 in., Red/Black (CMST16901)", "asin": "B09BDK7YG6", "price": "$16.98", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Kootek 15pcs Cake Boxes, 10x10x8 Inches Tall Cake Box with Window, White Bakery Boxes, Large Baking Boxes, Square Cardboard Cake Box for Multi-Layer Cakes, Cake Decorating Supplies for Gift Giving", "asin": "B0BJK7DS3J", "price": "$25.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SONGMICS Shoe Boxes, Pack of 12 Shoe Storage Organizers, Stackable Clear Plastic Boxes for Closet, Sneakers, 9.1 x 13.1 x 5.6 Inches, Fit up to US Size 11, Transparent and White ULSP12SWT", "asin": "B084VGB1GF", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Homde Synthetic Leather Huge Jewelry Box Mirrored Watch Organizer Necklace Ring Earring Storage Lockable Gift Case (White + Gold)", "asin": "B0CLCH13T7", "price": "$39.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:23:00.700Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:23:00.700Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:23:00.700Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 1022,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"plug box\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\\\" L x 11.8\\\" W x 7.5\\\" H for Shoes, Books, Clothes, Black\", \"asin\": \"B09ZQQX1WC\", \"price\": \"$28.98\", \"quantity\": \"\"},\n{\"title\": \"Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings\", \"asin\": \"B0C42T2BT2\", \"price\": \"$49.99\", \"quantity\": \"\"},\n{\"title\": \"Walnut Wood Box for Crafts, Jewelry Box and watch box Wooden Keepsake Box Gift (Walnut)\", \"asin\": \"B09NK8DDGM\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Yawinhe Collapsible Storage Bin, Cube Organizer Basket, Fabric Box with Lids, Washable and Leather Handle, for Home, Closet, White/Grey, 13.0''Lx9.0''Wx7.9''H, 1-Pack, SNK024WGS-1\", \"asin\": \"B0B82HZDBB\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\\u2019\\u2019x 10.6\\u201dx 8.3\\u201d)\", \"asin\": \"B0BBV8SQNY\", \"price\": \"$55.99\", \"quantity\": \"\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Iron Lock\\u00ae - XXL Key Lock Box Wall Mount for Keys 4 Digit Combination with Resettable Code with A B Switch Extra Large lockbox Indoor Outdoor Waterproof Big Key Lock Box House Spare Keys Hide a Key\", \"asin\": \"B08G3MNLF5\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\\\"L x 10\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273PEA\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"AVIDITI Small Shipping Boxes 9\\\"L x 6\\\"W x 4\\\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business\", \"asin\": \"B06W55HSWT\", \"price\": \"$94.49\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Shipping Boxes\", \"asin\": \"B0DBR33B18\"},\n{\"title\": \"Bags & Mailers\", \"asin\": \"B0BM2FTHQ3\"},\n{\"title\": \"Bubble Mailers\", \"asin\": \"B01H5REJZC\"}],\n\"search_results\": [{\"title\": \"SockitBox \\u2013 The Original Weatherproof Connection Box \\u2013 Indoor & Outdoor Electrical Power Cord Enclosure for Timers, Extension Cables, Transformers, Power Strips, Lights, Tools & More \\u2013 Medium \\u2013 Black\", \"asin\": \"B00274SLK8\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"BOX USA 16 x 10 x 6 Corrugated Cardboard Storage Boxes, Medium 16\\\"L x 10\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273PEA\", \"price\": \"$34.99\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA 16 x 12 x 6 Corrugated Cardboard Boxes, Flat 16\\\"L x 12\\\"W x 6\\\"H, Pack of 25 | Shipping, Packaging, Moving, Storage Box for Home or Business, Strong Wholesale Bulk Boxes\", \"asin\": \"B01D273WG6\", \"price\": \"$48.38\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"AVIDITI Shipping Boxes Small 18\\\"L x 12\\\"W x 3\\\"H, 25-Pack | Corrugated Cardboard Box for Packing, Moving and Storage\", \"asin\": \"B00K6EDL9C\", \"price\": \"$64.32\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Black Gift Box, 9.5x6x3'' Gift boxes for Presents with Lids Magnetic Closure Rectangle Collapsible for Groomsman Proposal Box, Wedding, Christmas, Halloween, Birthday Gift Packging\", \"asin\": \"B09KLX859Y\", \"price\": \"$5.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"BOX USA Moving Boxes Medium 18\\\"L x 14\\\"W x 12\\\"H 10-Pack | Corrugated Cardboard Box for Shipping, Mailing, Packing, Packaging and Storage 18x14x12\", \"asin\": \"B078HSG985\", \"price\": \"$19.49\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"UBOXES Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 12)\", \"asin\": \"B08WPW7NZ3\", \"price\": \"$39.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"6 Pack Extra Heavy Duty Large Moving Bags with Strong Zipper & Comfortable Handles, Sturdy & Durable Clothes Storage Bags Totes Bins, Blue Packing Moving Boxes for College Supplies, Dark Blue\", \"asin\": \"B0DGF616XN\", \"price\": \"$21.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"LIFELUM Gift Box 13''x10''x5'' Large Black Gift Boxes with Magnetic Lids Luxury Mother's Day Gifts Box for Groomsman Proposal Contains Card, Ribbon, Filler Birthday Gift Packging\", \"asin\": \"B09WXZ383C\", \"price\": \"$9.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Cardboard Shipping and Packing Moving Boxes, 10 Pack, Medium, Brown, 18\\\" x 14\\\" x 12\\\"\", \"asin\": \"B07RP8RG5R\", \"price\": \"$34.30\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"3-Pack Clear Stackable Storage Bins with Lids Magnetic Doors Open Front Foldable Folding Plastic Craft Containers Large Closet Organizers Box for Bedrooms Living Rooms Study Kids' Toys 24 QT\", \"asin\": \"B0CTSZMFCV\", \"price\": \"$38.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box Small Classic Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 15-in x 12-in x 10-in (7714901)\", \"asin\": \"B074NGF66G\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box 12 Pack Standard Duty File Storage Boxes, Standard Assembly, Removable Lid, Letter/Legal (0071301)\", \"asin\": \"B074JKK1G5\", \"price\": \"$34.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pink Gift Box 10\\\" x 6\\\" x 3\\\" with Magnetic Closure Lid Gift Box for Presents,Bridesmaid Gifts Box,Cute Box,Birthday Gift box,Luxury for Gift Packaging, Magnetic Gift Box for Wrapping Gifts (Pink)\", \"asin\": \"B0B1YTNZ45\", \"price\": \"$5.94\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"HORLIMER 12x9x4 inches Shipping Boxes Set of 20, White Corrugated Cardboard Box Literature Mailer\", \"asin\": \"B099RFY45Q\", \"price\": \"$29.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HOONEX Storage Bins with Lids for Organizing, Pack of 2, Storage Boxes with 2 Carrying Handles and Sturdy Heavy Cardboard, 16.5\\\" L x 11.8\\\" W x 7.5\\\" H for Shoes, Books, Clothes, Black\", \"asin\": \"B09ZQQX1WC\", \"price\": \"$28.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Public House Customizable Keepsake Box - Large Wood Box with Adjustable Tray and Divider, Hinged Lid for Weddings\", \"asin\": \"B0C42T2BT2\", \"price\": \"$49.99\", \"delivery\": \"FREE delivery Sat, Apr 19 for Prime members\"},\n{\"title\": \"20 Pack 9x6x2 Inch Shipping Boxes - BM962 Small Corrugated Cardboard Boxes for Mailing, E-Commerce, Storage, Gift Wrapping, Small Business Packaging, Lightweight & Durable\", \"asin\": \"B0BZCMTMT8\", \"price\": \"$22.99\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members Only 2 left in stock - order soon.\"},\n{\"title\": \"8 Pack Shoe Boxes Clear Plastic Stackable, Large Shoe Storage Organizer with Lids,Drop Side Shoe Containers for Entryway,Sneaker Storage Fit up to US Size 13 (13\\u2019\\u2019x 10.6\\u201dx 8.3\\u201d)\", \"asin\": \"B0BBV8SQNY\", \"price\": \"$55.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Pioneer Photo Albums Photo Storage Box, Black\", \"asin\": \"B000P187PY\", \"price\": \"$10.83\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Storage and Filing Boxes With Lid and Handles, Legal/Letter Size, Basic Duty, Pack of 20, White, 16.2\\\" L x 12.5\\\" W x 10.5\\\" H\", \"asin\": \"B07JFXBTR8\", \"price\": \"$44.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Bankers Box Small Prime Moving Box 10 Pack, Reinforced Handles, Tape-Free Assembly, Attached Lid, 16-in x 12-in x 12-in (0062716)\", \"asin\": \"B002JFYT0Q\", \"price\": \"$37.73\", \"delivery\": \"FREE delivery Apr 15 - 16 Or fastest delivery Tue, Apr 15\"},\n{\"title\": \"Bankers Box 30 Pack STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B07BKVN8S4\", \"price\": \"$69.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"13x10x2 Inches Shipping Boxes Pack of 25, White Corrugated Cardboard Boxes for Small Bussiness\", \"asin\": \"B0B2N3RSTV\", \"price\": \"$32.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"AVIDITI Small Shipping Boxes 9\\\"L x 6\\\"W x 4\\\"H (100-Pack) Heavy Duty Corrugated Cardboard Boxes for Packing, Moving & Storage, Strong Wholesale Bulk Boxes for Home or Business\", \"asin\": \"B06W55HSWT\", \"price\": \"$94.49\", \"delivery\": \"FREE delivery Tue, Apr 22 for Prime members\"},\n{\"title\": \"Shipping Boxes 5X4X3 Set of 40, White Corrugated Cardboard Box for Mailing Business Packaging\", \"asin\": \"B0D4TNVR2L\", \"price\": \"$23.99\", \"delivery\": \"FREE delivery Thu, Apr 17\"},\n{\"title\": \"Large Clear Shoe Boxes Organizer\\u3010Thicker Material\\u3011 Stronger Shoe Box with Magnetic Door, Stackable Shoe Storage Box for Closet, Foldable Space-Saving Storage Bins Shoe Cabinet, White 9 Pack\", \"asin\": \"B0C5C9BFXM\", \"price\": \"$53.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Citylife 17 QT Plastic Storage Box with Removable Tray Craft Organizers and Storage Clear Storage Container for Organizing Bead, Tool, Sewing, Playdoh\", \"asin\": \"B0BC8Y1W77\", \"price\": \"$34.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Large Moving Boxes 20\\\" x 20\\\" x 15\\\" (Pack of 6)\", \"asin\": \"B007PBKMKK\", \"price\": \"$31.00\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"uBoxes Moving Bundles Medium Boxes 18\\\" x 14\\\" x 12\\\" - Medium Boxes (Pack of 15)\", \"asin\": \"B08WWPTBZ6\", \"price\": \"$39.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"HORLIMER 9x6x2 inches Shipping Boxes Set of 50, White Corrugated Cardboard Box Literature Mailer\", \"asin\": \"B0BG43QPY2\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"BALEINE File Organizer Box with Lid, Collapsible File Folder Organizer with Plastic Slide, Hanging File Folder Box for Office Document Storage (1 Pack, Black)\", \"asin\": \"B0CFTQ4418\", \"price\": \"$12.74\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box Medium Classic Moving Box 8 Pack, Reinforced Handles, Tape-Free Assembly, Box with Lid, 19-in x 14.5-in x 15.5-in (7717201)\", \"asin\": \"B00KP37YW4\", \"price\": \"$38.69\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"RLAVBL 9x6x2 Shipping Boxes Set of 50, White Small Corrugated Cardboard Box, Mailer Box\", \"asin\": \"B0BG4S364X\", \"price\": \"$31.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15 Only 18 left in stock - order soon.\"},\n{\"title\": \"Samhita Handmade Mango Wood Tree of Life Engraving Beautifully Keepsake Box Jewellery Organiser Unique Gift Ideas for Men & Women (Flame Work Finish)\", \"asin\": \"B0972PZBX6\", \"price\": \"$14.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"popoly Large Toy Box Chest with Lid, Collapsible Sturdy Toy Storage Organizer Boxes Bins Baskets for Kids, Boys, Girls, Nursery, Playroom, 25\\\"x13\\\" x16\\\" (Linen Gray)\", \"asin\": \"B097PYH4ZG\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bankers Box 6 Pack (0071303) STOR/FILE Basic Duty File Storage Boxes, Standard Assembly, Lift-off Lid, Letter/Legal, White/Blue\", \"asin\": \"B074JK3XHC\", \"price\": \"$26.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TICONN 6 Pack Extra Large Moving Bags with Zippers & Carrying Handles, Heavy-Duty Storage Tote Moving Boxes for Space Saving\", \"asin\": \"B086WNKLTM\", \"price\": \"$21.80\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Sterilite 12-Pack Storage Box, Stackable Clear Plastic Bins with Snap-On Lids, 6 Quart\", \"asin\": \"B002BDTETW\", \"price\": \"$31.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Battle Mountain (A Joe Pickett Novel)\", \"asin\": \"0593851056\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"DEWALT TSTAK Tool Box, Extra Large Design, Removable Tray for Easy Access to Tools, Water and Debris Resistant (DWST17806)\", \"asin\": \"B00CBY2EIO\", \"price\": \"$33.28\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Plano Field Ammo Box, OD Green, Lockable Ammunition Storage Box with Heavy-Duty Carry Handle, Small Plastic Ammo Storage, Water-Resistant Protection, Holds 6-8 Boxes of Ammo\", \"asin\": \"B004W3WC84\", \"price\": \"$5.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Oletx 30-Pack White Party Favor Treat Boxes, Goodie Gable Paper Gift Boxes with Handles. Perfect for Wedding, Birthday, Graduation, Babyshower.\", \"asin\": \"B0BK1L25G7\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Keter Outdoor Storage Deck Box, 150 Gallon Resin Patio Bin & Bench, Wood Grain, Brown\", \"asin\": \"B01HDPY7RG\", \"price\": \"$155.72\", \"delivery\": \"FREE delivery Tue, Apr 15\"},\n{\"title\": \"12 Pack X Large Shoe Organizer Storage Boxes for Closet, Modular Space Saving Shoe Boxes Clear Plastic Stackable Sneaker Containers Display Case with Lids, White\", \"asin\": \"B0BXSDGFKF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Kuject X-Large Shoe Storage Boxes Organizers Clear Plastic Stackable 12 Pack, Shoe Rack & Holder Substitute, Sneaker Containers, Toy Storage Organizer Bins for Entryway, Closet, Under Bed, Black\", \"asin\": \"B09VC2TWQ8\", \"price\": \"$33.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Cardboard Jewelry White Gift Boxes 20 Pack3.5\\u00d73.5\\u00d71 inches, its apply to displaying necklaces, rings, bracelets, earrings\", \"asin\": \"B0B4HZDQJ1\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"IRIS USA 32 Qt Stackable Plastic Storage Bins with Lids, 6 Pack - BPA-Free, Made in USA - See-Through Organizing Solution, Latches, Durable Nestable Containers, Secure Pull Handle - Clear\", \"asin\": \"B0BRFJ5QRK\", \"price\": \"$44.19\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SentrySafe Black Fireproof and Waterproof Safe, File Folder and Document Box with Key Lock, Ex. 14.3 x 15.5 x 13.5 inches, HD4100\", \"asin\": \"B00GE57DFK\", \"price\": \"$67.96\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"IRIS USA Pencil Case Box Storage Container for Organizing with Snap Lid, 10-Pack, Big Capacity Stackable Plastic Pen Pouch for Craft Hobby Art Supplies Journaling Stationery Sticker, Clear, Medium\", \"asin\": \"B00FZVPWTI\", \"price\": \"$17.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"KYODOLED Locking Cash Box with Lock,Money Box with Cash Tray,Lock Safe Box with Key,Money Saving Organizer,11.81Lx 9.45Wx 3.54H Inches,Black XL Large\", \"asin\": \"B07FFR8FK9\", \"price\": \"$22.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 24pcs Cake Boxes, 10x10x5 Inches White Square Bakery Boxes with Window Cajas Pasteles for Cake, Mother's Day, Pastries, Chocolates, Cookies, Pie, Birthday Party, Wedding\", \"asin\": \"B07RXVGKCC\", \"price\": \"$21.49\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SONGMICS 2-Layer Jewelry Box, Jewelry Organizer with Handle, Removable Jewelry Tray, Jewelry Storage, Floating Effect, 8.1 x 9.4 x 4.3 Inches, Gift Idea, White UJBC165W01\", \"asin\": \"B0BWJ48MDK\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAVEBOX Snack Box (50 Count) Easter Variety Pack Gift Care Package Basket Adult Kid Guy Girl Women Men Birthday College Student Office Back to School\", \"asin\": \"B01N22CM3F\", \"price\": \"$29.95\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Sakura Box Japanese Snacks & Candy 30 Piece Dagashi Set Gift (Box)\", \"asin\": \"B07CGPLXG9\", \"price\": \"$23.97\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Moretoes 15Pcs Cake Boxes, 12x12x8 Inch White Bakery Boxes with Window Cake Containers Tall Dessert Cardboard Boxes\", \"asin\": \"B0BBZSCVJY\", \"price\": \"$27.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"KYODOLED Medium Metal Cash Box with Combination Lock Safe and Money Tray for Security 7.87\\\"x 6.30\\\"x 3.54\\\" Black\", \"asin\": \"B07FD7VQWH\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"CRAFTSMAN Tool Box, Lockable, 16 in., Red/Black (CMST16901)\", \"asin\": \"B09BDK7YG6\", \"price\": \"$16.98\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Kootek 15pcs Cake Boxes, 10x10x8 Inches Tall Cake Box with Window, White Bakery Boxes, Large Baking Boxes, Square Cardboard Cake Box for Multi-Layer Cakes, Cake Decorating Supplies for Gift Giving\", \"asin\": \"B0BJK7DS3J\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SONGMICS Shoe Boxes, Pack of 12 Shoe Storage Organizers, Stackable Clear Plastic Boxes for Closet, Sneakers, 9.1 x 13.1 x 5.6 Inches, Fit up to US Size 11, Transparent and White ULSP12SWT\", \"asin\": \"B084VGB1GF\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Homde Synthetic Leather Huge Jewelry Box Mirrored Watch Organizer Necklace Ring Earring Storage Lockable Gift Case (White + Gold)\", \"asin\": \"B0CLCH13T7\", \"price\": \"$39.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:00.700Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", 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Vmaisi Baby Proofing Electrical Safety Outlet Plugs\", \"asin\": \"B07MDFX9TY\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)\", \"asin\": \"B0DN5FDWT3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Extra Large Baby Safety Outlet Box, Plug Covers for Electrical Outlets, Child Proof Socket Covers\", \"asin\": \"B0CS9RBH2B\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install with Included Screws,Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0DB5S8N5F\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety Large Outlet Cover Box for Baby Proofing Outlets | Secure Hidden Lock | Oversized Interior for Bulky Plugs, Charging Blocks & Adapters | Modern Universal Design | Easy Install | 1 Pack\", \"asin\": \"B0CV5ZX1NL\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"UltraPro Outdoor Outlet Cover, Single Gang Outdoor Outlet Cover Weatherproof Enclosure, Rated for Wet Locations, Outdoor Electrical Box Waterproof Plug Covers, Black, 49204\", \"asin\": \"B08GKXJX7Z\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box,Outlet Covers,Plug Covers for Electrical Outlets,Socket Covers for Outlets Fit 4.95\\\" H X 3.35\\\" W X 2.56\\\" D or Smaller,Provide Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0CQX5BB7R\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2-Gang Baby Safety Dual Outlet Cover Box - Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install,Provides Extra Space Inside for Plugs,Adapters,Clear\", \"asin\": \"B0DPW6R5GF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing,Easier Operation,Simple 4 Step Install with Included Screws,Suitable for all Standard Electrical Outlets and Wall Switch\", \"asin\": \"B0DBM8RK3Q\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Clear Outlet Cover Box [Patented] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs\", \"asin\": \"B0BC2CW6DM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ENERLITES Duplex Wall Plates Kit, Electrical Outlet Covers, Standard Size 1-Gang 4.50\\\" x 2.76\\\", Unbreakable Polycarbonate Thermoplastic, Electric Receptacle Plug Covers, 8821-W-5PCS, White (5 Pack)\", \"asin\": \"B0DTK25HDJ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Outlet Covers Babepai 38-Pack White Child Proof Electrical Protector Safety Improved Baby Safety Plug Covers\", \"asin\": \"B07KWT9LS1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Plug and Outlet Covers for Wall Sockets - 2 Pack - Model CK030\", \"asin\": \"B07MP6VMFX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Weatherproof Electrical Outlet Cover, 1-Gang, Outdoor Plug Cover, Outdoor Receptacle Cover\", \"asin\": \"B0C3RT3QNZ\", \"price\": \"$7.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Intermatic WP3100C Weatherproof Electrical Outlet Cover - Extreme Temperature Resistance, Heavy-Duty Construction, Versatile Design & Multi-Configurable, Easy Install, Secure Fit for Outdoor In-Use\", \"asin\": \"B001PKP4J6\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Covers Baby Proofing (50 Pack) Safe & Secure Electric Plug Protectors | Sturdy Childproof Socket Covers for Home & Office | Easy Installation | Protect Toddlers & Babies | White\", \"asin\": \"B01N7H7J47\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Single Outlet Covers Box, Clear Weatherproof Outlet Box Outdoor Electrical Outlet Covers Baby Safety Plug Protector for Socket Receptacle Home Improvement(4.52X3.93X3.07in)\", \"asin\": \"B0CTS83C55\", \"price\": \"$13.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Extension Cord Cover Waterproof, Outdoor Cord Connection Protector for Outside with 4 Removable Latches, Electrical Box Plug Covers for Patio, Power Tools, Holiday Decoration Lights, Green\", \"asin\": \"B0CC2GC8F8\", \"price\": \"$6.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"6-Pack Safety Innovations Self-Closing Outlet Covers (For Center Screw Outlets Only) - Measures 3\\\"Wide x 4.75\\\"High-An Alternative To Wall Socket Plugs for Child Proofing Outlets, (1-Screw), (White)\", \"asin\": \"B004WEKS6Q\", \"price\": \"$15.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\\u201cH x 1.36\\u201dW(1 Pack)\", \"asin\": \"B0DBLVQJN6\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety StayPut Double Outlet Plug Cover - One Plug Covers both Outlets! Secure Fit and Beveled Edges Prevent Small Fingers from Removing Unlike Other Products| Fits All Outlets | 6 pack | White\", \"asin\": \"B077N6HPV3\", \"price\": \"$8.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Baby Safety Outlet Cover Box Clear Lock Box with Key Covers for Electrical Outlets, Provides Space Inside for Plugs, Baby Proof Socket Covers Ease Operation\", \"asin\": \"B0DHKX45LL\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Pack Outdoor Extension Cord Cover,IP54,Connection Box Protects Outdoor Sockets,Plugs, Christmas Decorative Lights,Black\", \"asin\": \"B0CS667XL4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Grey\", \"asin\": \"B0C5X1DQYC\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TayMac MM420C 1-Gang Nonmetallic Extra Duty Weatherproof In-Use Horizontal/Vertical 16-in-1 Standard Cover, 2.75 in, Clear\", \"asin\": \"B00JU532B0\", \"price\": \"$15.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Covers (50 Pack) Value Pack \\u2013 Baby Safety Outlet Plug Covers \\u2013 Durable & Steady \\u2013 Child Proof Your Outlets Easily\", \"asin\": \"B077Y5LHHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Electrical Outlet Baby Proof Covers, Secure Outlet Plugs, Baby Proofing, 36 Count\", \"asin\": \"B00JHKTDQG\", \"price\": \"$3.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:45.573Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:23:45.573Z
|
click
|
search
|
rule
|
train
| 1,023 |
2025-04-14T05:23:45.573Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "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": "plug box cover"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "Hrensaw Large Outdoor Electrical Box(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Grey", "asin": "B0BMKTB638", "price": "$22.94", "quantity": ""},
{"title": "D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in (L) - Small, Black", "asin": "B00846FO0I", "price": "$22.99", "quantity": ""},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Grey", "asin": "B0CT8N5KVW", "price": "$19.99", "quantity": ""},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "quantity": ""},
{"title": "Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers", "asin": "B0CKZ34N8L", "price": "$23.98", "quantity": ""},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "quantity": ""},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "quantity": ""},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "quantity": ""},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "quantity": ""},
{"title": "D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in (L) - Small, Black", "asin": "B00846FO0I", "price": "$22.99", "quantity": ""}],
"ads": [{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL"}],
"search_results": [{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)", "asin": "B0DL5S7MH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)", "asin": "B007IUOG5A", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Safety 1st Outlet Cover with Cord Shortener for Baby Proofing", "asin": "B000HKVG9C", "price": "$4.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters", "asin": "B07V5S7M2Q", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)", "asin": "B08N422Y1P", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies", "asin": "B07B2N4HGM", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Sealproof 1-Gang Weatherproof in Use Outlet Cover | Horizontal/Vertical Outdoor Plug and Receptacle Protector, Lockable Bubble Cover, UL Extra Duty Compliant, 18 Configurations", "asin": "B07VF3VLBS", "price": "$13.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers", "asin": "B0CKZ34N8L", "price": "$23.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in (L) - Small, Black", "asin": "B00846FO0I", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby", "asin": "B08FBNKDKB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Power Strip Cover and Outlet Cover Box - Effectively Baby Proofs Power Strip on Floor or Wall, Protects Small Hands & Fingers, Cover Box and Outlet Cover Box", "asin": "B09BTGPWYR", "price": "$24.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies", "asin": "B07B2N4HGM", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Dreambaby Dual Fit Outlet Cover Box - Baby Safety Outlet Cover for Standard & Decora Plugs - Child Proof Electrical Outlet Plugs - Essential Plug Cover for Baby Proofing - 2 Pack", "asin": "B07CL2Z1XM", "price": "$11.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "62 Pieces Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs", "asin": "B07M91945D", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\u201cH x 1.36\u201dW(1 Pack)", "asin": "B0DBLVQJN6", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)", "asin": "B08DN81VJ1", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)", "asin": "B0DL5S7MH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)", "asin": "B08DN81VJ1", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)", "asin": "B0DN5FDWT3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "38 Pack Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs", "asin": "B07MDFX9TY", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)", "asin": "B0DN5FDWT3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Bates Extra Large Baby Safety Outlet Box, Plug Covers for Electrical Outlets, Child Proof Socket Covers", "asin": "B0CS9RBH2B", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black", "asin": "B0BW3H3KZZ", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install with Included Screws,Provides Extra Space Inside for Plugs,Adapters", "asin": "B0DB5S8N5F", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Qdos Safety Large Outlet Cover Box for Baby Proofing Outlets | Secure Hidden Lock | Oversized Interior for Bulky Plugs, Charging Blocks & Adapters | Modern Universal Design | Easy Install | 1 Pack", "asin": "B0CV5ZX1NL", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black", "asin": "B0DGLMCNBP", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "UltraPro Outdoor Outlet Cover, Single Gang Outdoor Outlet Cover Weatherproof Enclosure, Rated for Wet Locations, Outdoor Electrical Box Waterproof Plug Covers, Black, 49204", "asin": "B08GKXJX7Z", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Baby Safety Outlet Cover Box,Outlet Covers,Plug Covers for Electrical Outlets,Socket Covers for Outlets Fit 4.95\" H X 3.35\" W X 2.56\" D or Smaller,Provide Extra Space Inside for Plugs,Adapters", "asin": "B0CQX5BB7R", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "2-Gang Baby Safety Dual Outlet Cover Box - Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install,Provides Extra Space Inside for Plugs,Adapters,Clear", "asin": "B0DPW6R5GF", "price": "$18.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing,Easier Operation,Simple 4 Step Install with Included Screws,Suitable for all Standard Electrical Outlets and Wall Switch", "asin": "B0DBM8RK3Q", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Clear Outlet Cover Box [Patented] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs", "asin": "B0BC2CW6DM", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "ENERLITES Duplex Wall Plates Kit, Electrical Outlet Covers, Standard Size 1-Gang 4.50\" x 2.76\", Unbreakable Polycarbonate Thermoplastic, Electric Receptacle Plug Covers, 8821-W-5PCS, White (5 Pack)", "asin": "B0DTK25HDJ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black", "asin": "B08CMQHYLL", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Outlet Covers Babepai 38-Pack White Child Proof Electrical Protector Safety Improved Baby Safety Plug Covers", "asin": "B07KWT9LS1", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Plug and Outlet Covers for Wall Sockets - 2 Pack - Model CK030", "asin": "B07MP6VMFX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Bates Weatherproof Electrical Outlet Cover, 1-Gang, Outdoor Plug Cover, Outdoor Receptacle Cover", "asin": "B0C3RT3QNZ", "price": "$7.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Intermatic WP3100C Weatherproof Electrical Outlet Cover - Extreme Temperature Resistance, Heavy-Duty Construction, Versatile Design & Multi-Configurable, Easy Install, Secure Fit for Outdoor In-Use", "asin": "B001PKP4J6", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Outlet Covers Baby Proofing (50 Pack) Safe & Secure Electric Plug Protectors | Sturdy Childproof Socket Covers for Home & Office | Easy Installation | Protect Toddlers & Babies | White", "asin": "B01N7H7J47", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)", "asin": "B089YX8T89", "price": "$25.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Single Outlet Covers Box, Clear Weatherproof Outlet Box Outdoor Electrical Outlet Covers Baby Safety Plug Protector for Socket Receptacle Home Improvement(4.52X3.93X3.07in)", "asin": "B0CTS83C55", "price": "$13.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)", "asin": "B0CTHSZ5ND", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black", "asin": "B0DHRV741G", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Extension Cord Cover Waterproof, Outdoor Cord Connection Protector for Outside with 4 Removable Latches, Electrical Box Plug Covers for Patio, Power Tools, Holiday Decoration Lights, Green", "asin": "B0CC2GC8F8", "price": "$6.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "6-Pack Safety Innovations Self-Closing Outlet Covers (For Center Screw Outlets Only) - Measures 3\"Wide x 4.75\"High-An Alternative To Wall Socket Plugs for Child Proofing Outlets, (1-Screw), (White)", "asin": "B004WEKS6Q", "price": "$15.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\u201cH x 1.36\u201dW(1 Pack)", "asin": "B0DBLVQJN6", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Qdos Safety StayPut Double Outlet Plug Cover - One Plug Covers both Outlets! Secure Fit and Beveled Edges Prevent Small Fingers from Removing Unlike Other Products| Fits All Outlets | 6 pack | White", "asin": "B077N6HPV3", "price": "$8.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "2 Pcs Baby Safety Outlet Cover Box Clear Lock Box with Key Covers for Electrical Outlets, Provides Space Inside for Plugs, Baby Proof Socket Covers Ease Operation", "asin": "B0DHKX45LL", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2 Pack Outdoor Extension Cord Cover,IP54,Connection Box Protects Outdoor Sockets,Plugs, Christmas Decorative Lights,Black", "asin": "B0CS667XL4", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Grey", "asin": "B0C5X1DQYC", "price": "$15.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "TayMac MM420C 1-Gang Nonmetallic Extra Duty Weatherproof In-Use Horizontal/Vertical 16-in-1 Standard Cover, 2.75 in, Clear", "asin": "B00JU532B0", "price": "$15.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clear Outlet Covers (50 Pack) Value Pack \u2013 Baby Safety Outlet Plug Covers \u2013 Durable & Steady \u2013 Child Proof Your Outlets Easily", "asin": "B077Y5LHHF", "price": "$9.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Electrical Outlet Baby Proof Covers, Secure Outlet Plugs, Baby Proofing, 36 Count", "asin": "B00JHKTDQG", "price": "$3.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers", "asin": "B0CKZ34N8L", "price": "$23.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:23:45.573Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:23:45.573Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:23:45.573Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1023,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"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\": \"plug box cover\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"Hrensaw Large Outdoor Electrical Box(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Grey\", \"asin\": \"B0BMKTB638\", \"price\": \"$22.94\", \"quantity\": \"\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in (L) - Small, Black\", \"asin\": \"B00846FO0I\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Grey\", \"asin\": \"B0CT8N5KVW\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in (L) - Small, Black\", \"asin\": \"B00846FO0I\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\"}],\n\"search_results\": [{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)\", \"asin\": \"B0DL5S7MH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)\", \"asin\": \"B007IUOG5A\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Safety 1st Outlet Cover with Cord Shortener for Baby Proofing\", \"asin\": \"B000HKVG9C\", \"price\": \"$4.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies\", \"asin\": \"B07B2N4HGM\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Sealproof 1-Gang Weatherproof in Use Outlet Cover | Horizontal/Vertical Outdoor Plug and Receptacle Protector, Lockable Bubble Cover, UL Extra Duty Compliant, 18 Configurations\", \"asin\": \"B07VF3VLBS\", \"price\": \"$13.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in (L) - Small, Black\", \"asin\": \"B00846FO0I\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Cover and Outlet Cover Box - Effectively Baby Proofs Power Strip on Floor or Wall, Protects Small Hands & Fingers, Cover Box and Outlet Cover Box\", \"asin\": \"B09BTGPWYR\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies\", \"asin\": \"B07B2N4HGM\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Dreambaby Dual Fit Outlet Cover Box - Baby Safety Outlet Cover for Standard & Decora Plugs - Child Proof Electrical Outlet Plugs - Essential Plug Cover for Baby Proofing - 2 Pack\", \"asin\": \"B07CL2Z1XM\", \"price\": \"$11.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"62 Pieces Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs\", \"asin\": \"B07M91945D\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\\u201cH x 1.36\\u201dW(1 Pack)\", \"asin\": \"B0DBLVQJN6\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)\", \"asin\": \"B08DN81VJ1\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)\", \"asin\": \"B0DL5S7MH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)\", \"asin\": \"B08DN81VJ1\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)\", \"asin\": \"B0DN5FDWT3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"38 Pack Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs\", \"asin\": \"B07MDFX9TY\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)\", \"asin\": \"B0DN5FDWT3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Extra Large Baby Safety Outlet Box, Plug Covers for Electrical Outlets, Child Proof Socket Covers\", \"asin\": \"B0CS9RBH2B\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install with Included Screws,Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0DB5S8N5F\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety Large Outlet Cover Box for Baby Proofing Outlets | Secure Hidden Lock | Oversized Interior for Bulky Plugs, Charging Blocks & Adapters | Modern Universal Design | Easy Install | 1 Pack\", \"asin\": \"B0CV5ZX1NL\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"UltraPro Outdoor Outlet Cover, Single Gang Outdoor Outlet Cover Weatherproof Enclosure, Rated for Wet Locations, Outdoor Electrical Box Waterproof Plug Covers, Black, 49204\", \"asin\": \"B08GKXJX7Z\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box,Outlet Covers,Plug Covers for Electrical Outlets,Socket Covers for Outlets Fit 4.95\\\" H X 3.35\\\" W X 2.56\\\" D or Smaller,Provide Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0CQX5BB7R\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2-Gang Baby Safety Dual Outlet Cover Box - Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install,Provides Extra Space Inside for Plugs,Adapters,Clear\", \"asin\": \"B0DPW6R5GF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing,Easier Operation,Simple 4 Step Install with Included Screws,Suitable for all Standard Electrical Outlets and Wall Switch\", \"asin\": \"B0DBM8RK3Q\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Clear Outlet Cover Box [Patented] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs\", \"asin\": \"B0BC2CW6DM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ENERLITES Duplex Wall Plates Kit, Electrical Outlet Covers, Standard Size 1-Gang 4.50\\\" x 2.76\\\", Unbreakable Polycarbonate Thermoplastic, Electric Receptacle Plug Covers, 8821-W-5PCS, White (5 Pack)\", \"asin\": \"B0DTK25HDJ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Outlet Covers Babepai 38-Pack White Child Proof Electrical Protector Safety Improved Baby Safety Plug Covers\", \"asin\": \"B07KWT9LS1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Plug and Outlet Covers for Wall Sockets - 2 Pack - Model CK030\", \"asin\": \"B07MP6VMFX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Weatherproof Electrical Outlet Cover, 1-Gang, Outdoor Plug Cover, Outdoor Receptacle Cover\", \"asin\": \"B0C3RT3QNZ\", \"price\": \"$7.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Intermatic WP3100C Weatherproof Electrical Outlet Cover - Extreme Temperature Resistance, Heavy-Duty Construction, Versatile Design & Multi-Configurable, Easy Install, Secure Fit for Outdoor In-Use\", \"asin\": \"B001PKP4J6\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Covers Baby Proofing (50 Pack) Safe & Secure Electric Plug Protectors | Sturdy Childproof Socket Covers for Home & Office | Easy Installation | Protect Toddlers & Babies | White\", \"asin\": \"B01N7H7J47\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Single Outlet Covers Box, Clear Weatherproof Outlet Box Outdoor Electrical Outlet Covers Baby Safety Plug Protector for Socket Receptacle Home Improvement(4.52X3.93X3.07in)\", \"asin\": \"B0CTS83C55\", \"price\": \"$13.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Extension Cord Cover Waterproof, Outdoor Cord Connection Protector for Outside with 4 Removable Latches, Electrical Box Plug Covers for Patio, Power Tools, Holiday Decoration Lights, Green\", \"asin\": \"B0CC2GC8F8\", \"price\": \"$6.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"6-Pack Safety Innovations Self-Closing Outlet Covers (For Center Screw Outlets Only) - Measures 3\\\"Wide x 4.75\\\"High-An Alternative To Wall Socket Plugs for Child Proofing Outlets, (1-Screw), (White)\", \"asin\": \"B004WEKS6Q\", \"price\": \"$15.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\\u201cH x 1.36\\u201dW(1 Pack)\", \"asin\": \"B0DBLVQJN6\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety StayPut Double Outlet Plug Cover - One Plug Covers both Outlets! Secure Fit and Beveled Edges Prevent Small Fingers from Removing Unlike Other Products| Fits All Outlets | 6 pack | White\", \"asin\": \"B077N6HPV3\", \"price\": \"$8.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Baby Safety Outlet Cover Box Clear Lock Box with Key Covers for Electrical Outlets, Provides Space Inside for Plugs, Baby Proof Socket Covers Ease Operation\", \"asin\": \"B0DHKX45LL\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Pack Outdoor Extension Cord Cover,IP54,Connection Box Protects Outdoor Sockets,Plugs, Christmas Decorative Lights,Black\", \"asin\": \"B0CS667XL4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Grey\", \"asin\": \"B0C5X1DQYC\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TayMac MM420C 1-Gang Nonmetallic Extra Duty Weatherproof In-Use Horizontal/Vertical 16-in-1 Standard Cover, 2.75 in, Clear\", \"asin\": \"B00JU532B0\", \"price\": \"$15.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Covers (50 Pack) Value Pack \\u2013 Baby Safety Outlet Plug Covers \\u2013 Durable & Steady \\u2013 Child Proof Your Outlets Easily\", \"asin\": \"B077Y5LHHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Electrical Outlet Baby Proof Covers, Secure Outlet Plugs, Baby Proofing, 36 Count\", \"asin\": \"B00JHKTDQG\", \"price\": \"$3.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:45.573Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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Vmaisi Baby Proofing Electrical Safety Outlet Plugs\", \"asin\": \"B07MDFX9TY\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)\", \"asin\": \"B0DN5FDWT3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Extra Large Baby Safety Outlet Box, Plug Covers for Electrical Outlets, Child Proof Socket Covers\", \"asin\": \"B0CS9RBH2B\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install with Included Screws,Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0DB5S8N5F\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety Large Outlet Cover Box for Baby Proofing Outlets | Secure Hidden Lock | Oversized Interior for Bulky Plugs, Charging Blocks & Adapters | Modern Universal Design | Easy Install | 1 Pack\", \"asin\": \"B0CV5ZX1NL\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"UltraPro Outdoor Outlet Cover, Single Gang Outdoor Outlet Cover Weatherproof Enclosure, Rated for Wet Locations, Outdoor Electrical Box Waterproof Plug Covers, Black, 49204\", \"asin\": \"B08GKXJX7Z\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box,Outlet Covers,Plug Covers for Electrical Outlets,Socket Covers for Outlets Fit 4.95\\\" H X 3.35\\\" W X 2.56\\\" D or Smaller,Provide Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0CQX5BB7R\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2-Gang Baby Safety Dual Outlet Cover Box - Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install,Provides Extra Space Inside for Plugs,Adapters,Clear\", \"asin\": \"B0DPW6R5GF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing,Easier Operation,Simple 4 Step Install with Included Screws,Suitable for all Standard Electrical Outlets and Wall Switch\", \"asin\": \"B0DBM8RK3Q\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Clear Outlet Cover Box [Patented] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs\", \"asin\": \"B0BC2CW6DM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ENERLITES Duplex Wall Plates Kit, Electrical Outlet Covers, Standard Size 1-Gang 4.50\\\" x 2.76\\\", Unbreakable Polycarbonate Thermoplastic, Electric Receptacle Plug Covers, 8821-W-5PCS, White (5 Pack)\", \"asin\": \"B0DTK25HDJ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Outlet Covers Babepai 38-Pack White Child Proof Electrical Protector Safety Improved Baby Safety Plug Covers\", \"asin\": \"B07KWT9LS1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Plug and Outlet Covers for Wall Sockets - 2 Pack - Model CK030\", \"asin\": \"B07MP6VMFX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Weatherproof Electrical Outlet Cover, 1-Gang, Outdoor Plug Cover, Outdoor Receptacle Cover\", \"asin\": \"B0C3RT3QNZ\", \"price\": \"$7.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Intermatic WP3100C Weatherproof Electrical Outlet Cover - Extreme Temperature Resistance, Heavy-Duty Construction, Versatile Design & Multi-Configurable, Easy Install, Secure Fit for Outdoor In-Use\", \"asin\": \"B001PKP4J6\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Covers Baby Proofing (50 Pack) Safe & Secure Electric Plug Protectors | Sturdy Childproof Socket Covers for Home & Office | Easy Installation | Protect Toddlers & Babies | White\", \"asin\": \"B01N7H7J47\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Single Outlet Covers Box, Clear Weatherproof Outlet Box Outdoor Electrical Outlet Covers Baby Safety Plug Protector for Socket Receptacle Home Improvement(4.52X3.93X3.07in)\", \"asin\": \"B0CTS83C55\", \"price\": \"$13.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Extension Cord Cover Waterproof, Outdoor Cord Connection Protector for Outside with 4 Removable Latches, Electrical Box Plug Covers for Patio, Power Tools, Holiday Decoration Lights, Green\", \"asin\": \"B0CC2GC8F8\", \"price\": \"$6.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"6-Pack Safety Innovations Self-Closing Outlet Covers (For Center Screw Outlets Only) - Measures 3\\\"Wide x 4.75\\\"High-An Alternative To Wall Socket Plugs for Child Proofing Outlets, (1-Screw), (White)\", \"asin\": \"B004WEKS6Q\", \"price\": \"$15.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\\u201cH x 1.36\\u201dW(1 Pack)\", \"asin\": \"B0DBLVQJN6\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety StayPut Double Outlet Plug Cover - One Plug Covers both Outlets! Secure Fit and Beveled Edges Prevent Small Fingers from Removing Unlike Other Products| Fits All Outlets | 6 pack | White\", \"asin\": \"B077N6HPV3\", \"price\": \"$8.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Baby Safety Outlet Cover Box Clear Lock Box with Key Covers for Electrical Outlets, Provides Space Inside for Plugs, Baby Proof Socket Covers Ease Operation\", \"asin\": \"B0DHKX45LL\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Pack Outdoor Extension Cord Cover,IP54,Connection Box Protects Outdoor Sockets,Plugs, Christmas Decorative Lights,Black\", \"asin\": \"B0CS667XL4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Grey\", \"asin\": \"B0C5X1DQYC\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TayMac MM420C 1-Gang Nonmetallic Extra Duty Weatherproof In-Use Horizontal/Vertical 16-in-1 Standard Cover, 2.75 in, Clear\", \"asin\": \"B00JU532B0\", \"price\": \"$15.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Covers (50 Pack) Value Pack \\u2013 Baby Safety Outlet Plug Covers \\u2013 Durable & Steady \\u2013 Child Proof Your Outlets Easily\", \"asin\": \"B077Y5LHHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Electrical Outlet Baby Proof Covers, Secure Outlet Plugs, Baby Proofing, 36 Count\", \"asin\": \"B00JHKTDQG\", \"price\": \"$3.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:45.735Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:23:45.735Z
|
click
|
search
|
rule
|
train
| 1,024 |
2025-04-14T05:23:45.735Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "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": "plug box cover"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "Hrensaw Large Outdoor Electrical Box(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Grey", "asin": "B0BMKTB638", "price": "$22.94", "quantity": ""},
{"title": "D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in (L) - Small, Black", "asin": "B00846FO0I", "price": "$22.99", "quantity": ""},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Grey", "asin": "B0CT8N5KVW", "price": "$19.99", "quantity": ""},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "quantity": ""},
{"title": "Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers", "asin": "B0CKZ34N8L", "price": "$23.98", "quantity": ""},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "quantity": ""},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "quantity": ""},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "quantity": ""},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "quantity": ""},
{"title": "D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in (L) - Small, Black", "asin": "B00846FO0I", "price": "$22.99", "quantity": ""}],
"ads": [{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL"}],
"search_results": [{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)", "asin": "B0DL5S7MH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)", "asin": "B007IUOG5A", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Safety 1st Outlet Cover with Cord Shortener for Baby Proofing", "asin": "B000HKVG9C", "price": "$4.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters", "asin": "B07V5S7M2Q", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)", "asin": "B08N422Y1P", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies", "asin": "B07B2N4HGM", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Sealproof 1-Gang Weatherproof in Use Outlet Cover | Horizontal/Vertical Outdoor Plug and Receptacle Protector, Lockable Bubble Cover, UL Extra Duty Compliant, 18 Configurations", "asin": "B07VF3VLBS", "price": "$13.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers", "asin": "B0CKZ34N8L", "price": "$23.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in (L) - Small, Black", "asin": "B00846FO0I", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby", "asin": "B08FBNKDKB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Power Strip Cover and Outlet Cover Box - Effectively Baby Proofs Power Strip on Floor or Wall, Protects Small Hands & Fingers, Cover Box and Outlet Cover Box", "asin": "B09BTGPWYR", "price": "$24.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies", "asin": "B07B2N4HGM", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Dreambaby Dual Fit Outlet Cover Box - Baby Safety Outlet Cover for Standard & Decora Plugs - Child Proof Electrical Outlet Plugs - Essential Plug Cover for Baby Proofing - 2 Pack", "asin": "B07CL2Z1XM", "price": "$11.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "62 Pieces Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs", "asin": "B07M91945D", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\u201cH x 1.36\u201dW(1 Pack)", "asin": "B0DBLVQJN6", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)", "asin": "B08DN81VJ1", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)", "asin": "B0DL5S7MH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)", "asin": "B08DN81VJ1", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)", "asin": "B0DN5FDWT3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "38 Pack Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs", "asin": "B07MDFX9TY", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)", "asin": "B0DN5FDWT3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Bates Extra Large Baby Safety Outlet Box, Plug Covers for Electrical Outlets, Child Proof Socket Covers", "asin": "B0CS9RBH2B", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black", "asin": "B0BW3H3KZZ", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install with Included Screws,Provides Extra Space Inside for Plugs,Adapters", "asin": "B0DB5S8N5F", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Qdos Safety Large Outlet Cover Box for Baby Proofing Outlets | Secure Hidden Lock | Oversized Interior for Bulky Plugs, Charging Blocks & Adapters | Modern Universal Design | Easy Install | 1 Pack", "asin": "B0CV5ZX1NL", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black", "asin": "B0DGLMCNBP", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "UltraPro Outdoor Outlet Cover, Single Gang Outdoor Outlet Cover Weatherproof Enclosure, Rated for Wet Locations, Outdoor Electrical Box Waterproof Plug Covers, Black, 49204", "asin": "B08GKXJX7Z", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Baby Safety Outlet Cover Box,Outlet Covers,Plug Covers for Electrical Outlets,Socket Covers for Outlets Fit 4.95\" H X 3.35\" W X 2.56\" D or Smaller,Provide Extra Space Inside for Plugs,Adapters", "asin": "B0CQX5BB7R", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "2-Gang Baby Safety Dual Outlet Cover Box - Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install,Provides Extra Space Inside for Plugs,Adapters,Clear", "asin": "B0DPW6R5GF", "price": "$18.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing,Easier Operation,Simple 4 Step Install with Included Screws,Suitable for all Standard Electrical Outlets and Wall Switch", "asin": "B0DBM8RK3Q", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Clear Outlet Cover Box [Patented] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs", "asin": "B0BC2CW6DM", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "ENERLITES Duplex Wall Plates Kit, Electrical Outlet Covers, Standard Size 1-Gang 4.50\" x 2.76\", Unbreakable Polycarbonate Thermoplastic, Electric Receptacle Plug Covers, 8821-W-5PCS, White (5 Pack)", "asin": "B0DTK25HDJ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black", "asin": "B08CMQHYLL", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Outlet Covers Babepai 38-Pack White Child Proof Electrical Protector Safety Improved Baby Safety Plug Covers", "asin": "B07KWT9LS1", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Plug and Outlet Covers for Wall Sockets - 2 Pack - Model CK030", "asin": "B07MP6VMFX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Bates Weatherproof Electrical Outlet Cover, 1-Gang, Outdoor Plug Cover, Outdoor Receptacle Cover", "asin": "B0C3RT3QNZ", "price": "$7.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Intermatic WP3100C Weatherproof Electrical Outlet Cover - Extreme Temperature Resistance, Heavy-Duty Construction, Versatile Design & Multi-Configurable, Easy Install, Secure Fit for Outdoor In-Use", "asin": "B001PKP4J6", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Outlet Covers Baby Proofing (50 Pack) Safe & Secure Electric Plug Protectors | Sturdy Childproof Socket Covers for Home & Office | Easy Installation | Protect Toddlers & Babies | White", "asin": "B01N7H7J47", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)", "asin": "B089YX8T89", "price": "$25.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Single Outlet Covers Box, Clear Weatherproof Outlet Box Outdoor Electrical Outlet Covers Baby Safety Plug Protector for Socket Receptacle Home Improvement(4.52X3.93X3.07in)", "asin": "B0CTS83C55", "price": "$13.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)", "asin": "B0CTHSZ5ND", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black", "asin": "B0DHRV741G", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Extension Cord Cover Waterproof, Outdoor Cord Connection Protector for Outside with 4 Removable Latches, Electrical Box Plug Covers for Patio, Power Tools, Holiday Decoration Lights, Green", "asin": "B0CC2GC8F8", "price": "$6.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "6-Pack Safety Innovations Self-Closing Outlet Covers (For Center Screw Outlets Only) - Measures 3\"Wide x 4.75\"High-An Alternative To Wall Socket Plugs for Child Proofing Outlets, (1-Screw), (White)", "asin": "B004WEKS6Q", "price": "$15.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\u201cH x 1.36\u201dW(1 Pack)", "asin": "B0DBLVQJN6", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Qdos Safety StayPut Double Outlet Plug Cover - One Plug Covers both Outlets! Secure Fit and Beveled Edges Prevent Small Fingers from Removing Unlike Other Products| Fits All Outlets | 6 pack | White", "asin": "B077N6HPV3", "price": "$8.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "2 Pcs Baby Safety Outlet Cover Box Clear Lock Box with Key Covers for Electrical Outlets, Provides Space Inside for Plugs, Baby Proof Socket Covers Ease Operation", "asin": "B0DHKX45LL", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2 Pack Outdoor Extension Cord Cover,IP54,Connection Box Protects Outdoor Sockets,Plugs, Christmas Decorative Lights,Black", "asin": "B0CS667XL4", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Grey", "asin": "B0C5X1DQYC", "price": "$15.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "TayMac MM420C 1-Gang Nonmetallic Extra Duty Weatherproof In-Use Horizontal/Vertical 16-in-1 Standard Cover, 2.75 in, Clear", "asin": "B00JU532B0", "price": "$15.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clear Outlet Covers (50 Pack) Value Pack \u2013 Baby Safety Outlet Plug Covers \u2013 Durable & Steady \u2013 Child Proof Your Outlets Easily", "asin": "B077Y5LHHF", "price": "$9.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Electrical Outlet Baby Proof Covers, Secure Outlet Plugs, Baby Proofing, 36 Count", "asin": "B00JHKTDQG", "price": "$3.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers", "asin": "B0CKZ34N8L", "price": "$23.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:23:45.735Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:23:45.735Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:23:45.735Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1024,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"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\": \"plug box cover\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"Hrensaw Large Outdoor Electrical Box(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Grey\", \"asin\": \"B0BMKTB638\", \"price\": \"$22.94\", \"quantity\": \"\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in (L) - Small, Black\", \"asin\": \"B00846FO0I\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Grey\", \"asin\": \"B0CT8N5KVW\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in (L) - Small, Black\", \"asin\": \"B00846FO0I\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\"}],\n\"search_results\": [{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)\", \"asin\": \"B0DL5S7MH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)\", \"asin\": \"B007IUOG5A\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Safety 1st Outlet Cover with Cord Shortener for Baby Proofing\", \"asin\": \"B000HKVG9C\", \"price\": \"$4.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies\", \"asin\": \"B07B2N4HGM\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Sealproof 1-Gang Weatherproof in Use Outlet Cover | Horizontal/Vertical Outdoor Plug and Receptacle Protector, Lockable Bubble Cover, UL Extra Duty Compliant, 18 Configurations\", \"asin\": \"B07VF3VLBS\", \"price\": \"$13.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in (L) - Small, Black\", \"asin\": \"B00846FO0I\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Cover and Outlet Cover Box - Effectively Baby Proofs Power Strip on Floor or Wall, Protects Small Hands & Fingers, Cover Box and Outlet Cover Box\", \"asin\": \"B09BTGPWYR\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies\", \"asin\": \"B07B2N4HGM\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Dreambaby Dual Fit Outlet Cover Box - Baby Safety Outlet Cover for Standard & Decora Plugs - Child Proof Electrical Outlet Plugs - Essential Plug Cover for Baby Proofing - 2 Pack\", \"asin\": \"B07CL2Z1XM\", \"price\": \"$11.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"62 Pieces Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs\", \"asin\": \"B07M91945D\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\\u201cH x 1.36\\u201dW(1 Pack)\", \"asin\": \"B0DBLVQJN6\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)\", \"asin\": \"B08DN81VJ1\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)\", \"asin\": \"B0DL5S7MH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)\", \"asin\": \"B08DN81VJ1\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)\", \"asin\": \"B0DN5FDWT3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"38 Pack Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs\", \"asin\": \"B07MDFX9TY\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)\", \"asin\": \"B0DN5FDWT3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Extra Large Baby Safety Outlet Box, Plug Covers for Electrical Outlets, Child Proof Socket Covers\", \"asin\": \"B0CS9RBH2B\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install with Included Screws,Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0DB5S8N5F\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety Large Outlet Cover Box for Baby Proofing Outlets | Secure Hidden Lock | Oversized Interior for Bulky Plugs, Charging Blocks & Adapters | Modern Universal Design | Easy Install | 1 Pack\", \"asin\": \"B0CV5ZX1NL\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"UltraPro Outdoor Outlet Cover, Single Gang Outdoor Outlet Cover Weatherproof Enclosure, Rated for Wet Locations, Outdoor Electrical Box Waterproof Plug Covers, Black, 49204\", \"asin\": \"B08GKXJX7Z\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box,Outlet Covers,Plug Covers for Electrical Outlets,Socket Covers for Outlets Fit 4.95\\\" H X 3.35\\\" W X 2.56\\\" D or Smaller,Provide Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0CQX5BB7R\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2-Gang Baby Safety Dual Outlet Cover Box - Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install,Provides Extra Space Inside for Plugs,Adapters,Clear\", \"asin\": \"B0DPW6R5GF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing,Easier Operation,Simple 4 Step Install with Included Screws,Suitable for all Standard Electrical Outlets and Wall Switch\", \"asin\": \"B0DBM8RK3Q\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Clear Outlet Cover Box [Patented] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs\", \"asin\": \"B0BC2CW6DM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ENERLITES Duplex Wall Plates Kit, Electrical Outlet Covers, Standard Size 1-Gang 4.50\\\" x 2.76\\\", Unbreakable Polycarbonate Thermoplastic, Electric Receptacle Plug Covers, 8821-W-5PCS, White (5 Pack)\", \"asin\": \"B0DTK25HDJ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Outlet Covers Babepai 38-Pack White Child Proof Electrical Protector Safety Improved Baby Safety Plug Covers\", \"asin\": \"B07KWT9LS1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Plug and Outlet Covers for Wall Sockets - 2 Pack - Model CK030\", \"asin\": \"B07MP6VMFX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Weatherproof Electrical Outlet Cover, 1-Gang, Outdoor Plug Cover, Outdoor Receptacle Cover\", \"asin\": \"B0C3RT3QNZ\", \"price\": \"$7.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Intermatic WP3100C Weatherproof Electrical Outlet Cover - Extreme Temperature Resistance, Heavy-Duty Construction, Versatile Design & Multi-Configurable, Easy Install, Secure Fit for Outdoor In-Use\", \"asin\": \"B001PKP4J6\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Covers Baby Proofing (50 Pack) Safe & Secure Electric Plug Protectors | Sturdy Childproof Socket Covers for Home & Office | Easy Installation | Protect Toddlers & Babies | White\", \"asin\": \"B01N7H7J47\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Single Outlet Covers Box, Clear Weatherproof Outlet Box Outdoor Electrical Outlet Covers Baby Safety Plug Protector for Socket Receptacle Home Improvement(4.52X3.93X3.07in)\", \"asin\": \"B0CTS83C55\", \"price\": \"$13.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Extension Cord Cover Waterproof, Outdoor Cord Connection Protector for Outside with 4 Removable Latches, Electrical Box Plug Covers for Patio, Power Tools, Holiday Decoration Lights, Green\", \"asin\": \"B0CC2GC8F8\", \"price\": \"$6.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"6-Pack Safety Innovations Self-Closing Outlet Covers (For Center Screw Outlets Only) - Measures 3\\\"Wide x 4.75\\\"High-An Alternative To Wall Socket Plugs for Child Proofing Outlets, (1-Screw), (White)\", \"asin\": \"B004WEKS6Q\", \"price\": \"$15.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\\u201cH x 1.36\\u201dW(1 Pack)\", \"asin\": \"B0DBLVQJN6\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety StayPut Double Outlet Plug Cover - One Plug Covers both Outlets! Secure Fit and Beveled Edges Prevent Small Fingers from Removing Unlike Other Products| Fits All Outlets | 6 pack | White\", \"asin\": \"B077N6HPV3\", \"price\": \"$8.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Baby Safety Outlet Cover Box Clear Lock Box with Key Covers for Electrical Outlets, Provides Space Inside for Plugs, Baby Proof Socket Covers Ease Operation\", \"asin\": \"B0DHKX45LL\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Pack Outdoor Extension Cord Cover,IP54,Connection Box Protects Outdoor Sockets,Plugs, Christmas Decorative Lights,Black\", \"asin\": \"B0CS667XL4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Grey\", \"asin\": \"B0C5X1DQYC\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TayMac MM420C 1-Gang Nonmetallic Extra Duty Weatherproof In-Use Horizontal/Vertical 16-in-1 Standard Cover, 2.75 in, Clear\", \"asin\": \"B00JU532B0\", \"price\": \"$15.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Covers (50 Pack) Value Pack \\u2013 Baby Safety Outlet Plug Covers \\u2013 Durable & Steady \\u2013 Child Proof Your Outlets Easily\", \"asin\": \"B077Y5LHHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Electrical Outlet Baby Proof Covers, Secure Outlet Plugs, Baby Proofing, 36 Count\", \"asin\": \"B00JHKTDQG\", \"price\": \"$3.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:45.735Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": 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Vmaisi Baby Proofing Electrical Safety Outlet Plugs\", \"asin\": \"B07MDFX9TY\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)\", \"asin\": \"B0DN5FDWT3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Extra Large Baby Safety Outlet Box, Plug Covers for Electrical Outlets, Child Proof Socket Covers\", \"asin\": \"B0CS9RBH2B\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install with Included Screws,Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0DB5S8N5F\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety Large Outlet Cover Box for Baby Proofing Outlets | Secure Hidden Lock | Oversized Interior for Bulky Plugs, Charging Blocks & Adapters | Modern Universal Design | Easy Install | 1 Pack\", \"asin\": \"B0CV5ZX1NL\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"UltraPro Outdoor Outlet Cover, Single Gang Outdoor Outlet Cover Weatherproof Enclosure, Rated for Wet Locations, Outdoor Electrical Box Waterproof Plug Covers, Black, 49204\", \"asin\": \"B08GKXJX7Z\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box,Outlet Covers,Plug Covers for Electrical Outlets,Socket Covers for Outlets Fit 4.95\\\" H X 3.35\\\" W X 2.56\\\" D or Smaller,Provide Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0CQX5BB7R\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2-Gang Baby Safety Dual Outlet Cover Box - Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install,Provides Extra Space Inside for Plugs,Adapters,Clear\", \"asin\": \"B0DPW6R5GF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing,Easier Operation,Simple 4 Step Install with Included Screws,Suitable for all Standard Electrical Outlets and Wall Switch\", \"asin\": \"B0DBM8RK3Q\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Clear Outlet Cover Box [Patented] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs\", \"asin\": \"B0BC2CW6DM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ENERLITES Duplex Wall Plates Kit, Electrical Outlet Covers, Standard Size 1-Gang 4.50\\\" x 2.76\\\", Unbreakable Polycarbonate Thermoplastic, Electric Receptacle Plug Covers, 8821-W-5PCS, White (5 Pack)\", \"asin\": \"B0DTK25HDJ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Outlet Covers Babepai 38-Pack White Child Proof Electrical Protector Safety Improved Baby Safety Plug Covers\", \"asin\": \"B07KWT9LS1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Plug and Outlet Covers for Wall Sockets - 2 Pack - Model CK030\", \"asin\": \"B07MP6VMFX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Weatherproof Electrical Outlet Cover, 1-Gang, Outdoor Plug Cover, Outdoor Receptacle Cover\", \"asin\": \"B0C3RT3QNZ\", \"price\": \"$7.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Intermatic WP3100C Weatherproof Electrical Outlet Cover - Extreme Temperature Resistance, Heavy-Duty Construction, Versatile Design & Multi-Configurable, Easy Install, Secure Fit for Outdoor In-Use\", \"asin\": \"B001PKP4J6\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Covers Baby Proofing (50 Pack) Safe & Secure Electric Plug Protectors | Sturdy Childproof Socket Covers for Home & Office | Easy Installation | Protect Toddlers & Babies | White\", \"asin\": \"B01N7H7J47\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Single Outlet Covers Box, Clear Weatherproof Outlet Box Outdoor Electrical Outlet Covers Baby Safety Plug Protector for Socket Receptacle Home Improvement(4.52X3.93X3.07in)\", \"asin\": \"B0CTS83C55\", \"price\": \"$13.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Extension Cord Cover Waterproof, Outdoor Cord Connection Protector for Outside with 4 Removable Latches, Electrical Box Plug Covers for Patio, Power Tools, Holiday Decoration Lights, Green\", \"asin\": \"B0CC2GC8F8\", \"price\": \"$6.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"6-Pack Safety Innovations Self-Closing Outlet Covers (For Center Screw Outlets Only) - Measures 3\\\"Wide x 4.75\\\"High-An Alternative To Wall Socket Plugs for Child Proofing Outlets, (1-Screw), (White)\", \"asin\": \"B004WEKS6Q\", \"price\": \"$15.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\\u201cH x 1.36\\u201dW(1 Pack)\", \"asin\": \"B0DBLVQJN6\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety StayPut Double Outlet Plug Cover - One Plug Covers both Outlets! Secure Fit and Beveled Edges Prevent Small Fingers from Removing Unlike Other Products| Fits All Outlets | 6 pack | White\", \"asin\": \"B077N6HPV3\", \"price\": \"$8.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Baby Safety Outlet Cover Box Clear Lock Box with Key Covers for Electrical Outlets, Provides Space Inside for Plugs, Baby Proof Socket Covers Ease Operation\", \"asin\": \"B0DHKX45LL\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Pack Outdoor Extension Cord Cover,IP54,Connection Box Protects Outdoor Sockets,Plugs, Christmas Decorative Lights,Black\", \"asin\": \"B0CS667XL4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Grey\", \"asin\": \"B0C5X1DQYC\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TayMac MM420C 1-Gang Nonmetallic Extra Duty Weatherproof In-Use Horizontal/Vertical 16-in-1 Standard Cover, 2.75 in, Clear\", \"asin\": \"B00JU532B0\", \"price\": \"$15.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Covers (50 Pack) Value Pack \\u2013 Baby Safety Outlet Plug Covers \\u2013 Durable & Steady \\u2013 Child Proof Your Outlets Easily\", \"asin\": \"B077Y5LHHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Electrical Outlet Baby Proof Covers, Secure Outlet Plugs, Baby Proofing, 36 Count\", \"asin\": \"B00JHKTDQG\", \"price\": \"$3.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:49.564Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:23:49.564Z
|
click
|
search
|
rule
|
train
| 1,025 |
2025-04-14T05:23:49.564Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "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": "plug "}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "Hrensaw Large Outdoor Electrical Box(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Grey", "asin": "B0BMKTB638", "price": "$22.94", "quantity": ""},
{"title": "D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in (L) - Small, Black", "asin": "B00846FO0I", "price": "$22.99", "quantity": ""},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Grey", "asin": "B0CT8N5KVW", "price": "$19.99", "quantity": ""},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "quantity": ""},
{"title": "Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers", "asin": "B0CKZ34N8L", "price": "$23.98", "quantity": ""},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "quantity": ""},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "quantity": ""},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "quantity": ""},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "quantity": ""},
{"title": "D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in (L) - Small, Black", "asin": "B00846FO0I", "price": "$22.99", "quantity": ""}],
"ads": [{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL"}],
"search_results": [{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)", "asin": "B0DL5S7MH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)", "asin": "B007IUOG5A", "price": "$9.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Safety 1st Outlet Cover with Cord Shortener for Baby Proofing", "asin": "B000HKVG9C", "price": "$4.84", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters", "asin": "B07V5S7M2Q", "price": "$10.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover", "asin": "B093P11BDL", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector", "asin": "B0BKPHJPT3", "price": "$9.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)", "asin": "B08N422Y1P", "price": "$18.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies", "asin": "B07B2N4HGM", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Sealproof 1-Gang Weatherproof in Use Outlet Cover | Horizontal/Vertical Outdoor Plug and Receptacle Protector, Lockable Bubble Cover, UL Extra Duty Compliant, 18 Configurations", "asin": "B07VF3VLBS", "price": "$13.50", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers", "asin": "B0CKZ34N8L", "price": "$23.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\" (L) x 5\" (W) x 4.5\" (H), for use with Power Strips up to 10.5in (L) - Small, Black", "asin": "B00846FO0I", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby", "asin": "B08FBNKDKB", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Power Strip Cover and Outlet Cover Box - Effectively Baby Proofs Power Strip on Floor or Wall, Protects Small Hands & Fingers, Cover Box and Outlet Cover Box", "asin": "B09BTGPWYR", "price": "$24.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies", "asin": "B07B2N4HGM", "price": "$19.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Dreambaby Dual Fit Outlet Cover Box - Baby Safety Outlet Cover for Standard & Decora Plugs - Child Proof Electrical Outlet Plugs - Essential Plug Cover for Baby Proofing - 2 Pack", "asin": "B07CL2Z1XM", "price": "$11.15", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "62 Pieces Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs", "asin": "B07M91945D", "price": "$8.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\u201cH x 1.36\u201dW(1 Pack)", "asin": "B0DBLVQJN6", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black", "asin": "B0C5X3DJ1Z", "price": "$15.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)", "asin": "B08DN81VJ1", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)", "asin": "B0DL5S7MH4", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)", "asin": "B08DN81VJ1", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black", "asin": "B09NLW5HMX", "price": "$26.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)", "asin": "B0DN5FDWT3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "38 Pack Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs", "asin": "B07MDFX9TY", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)", "asin": "B0DN5FDWT3", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Bates Extra Large Baby Safety Outlet Box, Plug Covers for Electrical Outlets, Child Proof Socket Covers", "asin": "B0CS9RBH2B", "price": "$8.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black", "asin": "B0CT8GD432", "price": "$19.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black", "asin": "B0BW3H3KZZ", "price": "$5.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install with Included Screws,Provides Extra Space Inside for Plugs,Adapters", "asin": "B0DB5S8N5F", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Qdos Safety Large Outlet Cover Box for Baby Proofing Outlets | Secure Hidden Lock | Oversized Interior for Bulky Plugs, Charging Blocks & Adapters | Modern Universal Design | Easy Install | 1 Pack", "asin": "B0CV5ZX1NL", "price": "$17.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black", "asin": "B0DGLMCNBP", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "UltraPro Outdoor Outlet Cover, Single Gang Outdoor Outlet Cover Weatherproof Enclosure, Rated for Wet Locations, Outdoor Electrical Box Waterproof Plug Covers, Black, 49204", "asin": "B08GKXJX7Z", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Baby Safety Outlet Cover Box,Outlet Covers,Plug Covers for Electrical Outlets,Socket Covers for Outlets Fit 4.95\" H X 3.35\" W X 2.56\" D or Smaller,Provide Extra Space Inside for Plugs,Adapters", "asin": "B0CQX5BB7R", "price": "$18.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "2-Gang Baby Safety Dual Outlet Cover Box - Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install,Provides Extra Space Inside for Plugs,Adapters,Clear", "asin": "B0DPW6R5GF", "price": "$18.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing,Easier Operation,Simple 4 Step Install with Included Screws,Suitable for all Standard Electrical Outlets and Wall Switch", "asin": "B0DBM8RK3Q", "price": "$15.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Clear Outlet Cover Box [Patented] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs", "asin": "B0BC2CW6DM", "price": "$12.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "ENERLITES Duplex Wall Plates Kit, Electrical Outlet Covers, Standard Size 1-Gang 4.50\" x 2.76\", Unbreakable Polycarbonate Thermoplastic, Electric Receptacle Plug Covers, 8821-W-5PCS, White (5 Pack)", "asin": "B0DTK25HDJ", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black", "asin": "B08CMQHYLL", "price": "$17.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Outlet Covers Babepai 38-Pack White Child Proof Electrical Protector Safety Improved Baby Safety Plug Covers", "asin": "B07KWT9LS1", "price": "$7.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Baby Plug and Outlet Covers for Wall Sockets - 2 Pack - Model CK030", "asin": "B07MP6VMFX", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Bates Weatherproof Electrical Outlet Cover, 1-Gang, Outdoor Plug Cover, Outdoor Receptacle Cover", "asin": "B0C3RT3QNZ", "price": "$7.85", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Intermatic WP3100C Weatherproof Electrical Outlet Cover - Extreme Temperature Resistance, Heavy-Duty Construction, Versatile Design & Multi-Configurable, Easy Install, Secure Fit for Outdoor In-Use", "asin": "B001PKP4J6", "price": "$8.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black", "asin": "B0BJV1GCR6", "price": "$22.40", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Outlet Covers Baby Proofing (50 Pack) Safe & Secure Electric Plug Protectors | Sturdy Childproof Socket Covers for Home & Office | Easy Installation | Protect Toddlers & Babies | White", "asin": "B01N7H7J47", "price": "$8.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)", "asin": "B089YX8T89", "price": "$25.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Single Outlet Covers Box, Clear Weatherproof Outlet Box Outdoor Electrical Outlet Covers Baby Safety Plug Protector for Socket Receptacle Home Improvement(4.52X3.93X3.07in)", "asin": "B0CTS83C55", "price": "$13.39", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)", "asin": "B0CTHSZ5ND", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black", "asin": "B0DHRV741G", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Extension Cord Cover Waterproof, Outdoor Cord Connection Protector for Outside with 4 Removable Latches, Electrical Box Plug Covers for Patio, Power Tools, Holiday Decoration Lights, Green", "asin": "B0CC2GC8F8", "price": "$6.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "6-Pack Safety Innovations Self-Closing Outlet Covers (For Center Screw Outlets Only) - Measures 3\"Wide x 4.75\"High-An Alternative To Wall Socket Plugs for Child Proofing Outlets, (1-Screw), (White)", "asin": "B004WEKS6Q", "price": "$15.95", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\u201cH x 1.36\u201dW(1 Pack)", "asin": "B0DBLVQJN6", "price": "$16.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14"},
{"title": "Qdos Safety StayPut Double Outlet Plug Cover - One Plug Covers both Outlets! Secure Fit and Beveled Edges Prevent Small Fingers from Removing Unlike Other Products| Fits All Outlets | 6 pack | White", "asin": "B077N6HPV3", "price": "$8.19", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "2 Pcs Baby Safety Outlet Cover Box Clear Lock Box with Key Covers for Electrical Outlets, Provides Space Inside for Plugs, Baby Proof Socket Covers Ease Operation", "asin": "B0DHKX45LL", "price": "$19.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "2 Pack Outdoor Extension Cord Cover,IP54,Connection Box Protects Outdoor Sockets,Plugs, Christmas Decorative Lights,Black", "asin": "B0CS667XL4", "price": "$9.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Grey", "asin": "B0C5X1DQYC", "price": "$15.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "TayMac MM420C 1-Gang Nonmetallic Extra Duty Weatherproof In-Use Horizontal/Vertical 16-in-1 Standard Cover, 2.75 in, Clear", "asin": "B00JU532B0", "price": "$15.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Clear Outlet Covers (50 Pack) Value Pack \u2013 Baby Safety Outlet Plug Covers \u2013 Durable & Steady \u2013 Child Proof Your Outlets Easily", "asin": "B077Y5LHHF", "price": "$9.99", "delivery": "FREE delivery Wed, Apr 16"},
{"title": "Electrical Outlet Baby Proof Covers, Secure Outlet Plugs, Baby Proofing, 36 Count", "asin": "B00JHKTDQG", "price": "$3.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers", "asin": "B0CKZ34N8L", "price": "$23.98", "delivery": " Two-Day FREE delivery Tue, Apr 15"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:23:49.564Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:23:49.564Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:23:49.564Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1025,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"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\": \"plug \"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"Hrensaw Large Outdoor Electrical Box(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Grey\", \"asin\": \"B0BMKTB638\", \"price\": \"$22.94\", \"quantity\": \"\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in (L) - Small, Black\", \"asin\": \"B00846FO0I\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Grey\", \"asin\": \"B0CT8N5KVW\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"quantity\": \"\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in (L) - Small, Black\", \"asin\": \"B00846FO0I\", \"price\": \"$22.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\"}],\n\"search_results\": [{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)\", \"asin\": \"B0DL5S7MH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Safety Innovations Twin Door Baby Safety Outlet Cover Box for Babyproofing Outlets - More Interior Space for Extra Large Electrical Plugs and Adapters - Easy to Install - Easy to Use, (1-Pack)\", \"asin\": \"B007IUOG5A\", \"price\": \"$9.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Safety 1st Outlet Cover with Cord Shortener for Baby Proofing\", \"asin\": \"B000HKVG9C\", \"price\": \"$4.84\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover BOX [Patent Pending] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B07V5S7M2Q\", \"price\": \"$10.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Bates - Baby Safety Outlet Cover Box, Outlet Covers Baby Proofing, Plug Covers for Electrical Outlets, Baby Proof Outlet Covers, Socket Covers for Outlets, Child Proof Outlet Cover, Outlet Box Cover\", \"asin\": \"B093P11BDL\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Award Winning Child Proof Outlet Box Cover | Outlet Cover Box | Outlet Lock Box | Locking Outlet Cover | Plug Covers Baby Proofing | Baby Outlet Covers Baby Proofing | Baby Proofing Outlet Protector\", \"asin\": \"B0BKPHJPT3\", \"price\": \"$9.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Safety Outlet Cover Box (2 Pack) Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs (2 Pack, White)\", \"asin\": \"B08N422Y1P\", \"price\": \"$18.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies\", \"asin\": \"B07B2N4HGM\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Sealproof 1-Gang Weatherproof in Use Outlet Cover | Horizontal/Vertical Outdoor Plug and Receptacle Protector, Lockable Bubble Cover, UL Extra Duty Compliant, 18 Configurations\", \"asin\": \"B07VF3VLBS\", \"price\": \"$13.50\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"D-Line Cable Management Box, Power Strip Cover, Floor Outlet Hider, Desk Cord Organizer, Hide Extension Leads, 12.75\\\" (L) x 5\\\" (W) x 4.5\\\" (H), for use with Power Strips up to 10.5in (L) - Small, Black\", \"asin\": \"B00846FO0I\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Outlet Cover Box for Child Safety (2 Pack) Duplex & Decorator Electrical Outlet Plates, Concealed Access Buttons, and Spacious Compartment - Jool Baby\", \"asin\": \"B08FBNKDKB\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Cover and Outlet Cover Box - Effectively Baby Proofs Power Strip on Floor or Wall, Protects Small Hands & Fingers, Cover Box and Outlet Cover Box\", \"asin\": \"B09BTGPWYR\", \"price\": \"$24.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Block Extra Large Baby Outlet Covers Baby Proofing | Plug Covers Baby Proofing | Outlet Cover Box | Plug Covers for Electrical Outlets | Electrical Outlet Covers | Outlet Protectors for Babies\", \"asin\": \"B07B2N4HGM\", \"price\": \"$19.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Dreambaby Dual Fit Outlet Cover Box - Baby Safety Outlet Cover for Standard & Decora Plugs - Child Proof Electrical Outlet Plugs - Essential Plug Cover for Baby Proofing - 2 Pack\", \"asin\": \"B07CL2Z1XM\", \"price\": \"$11.15\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"62 Pieces Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs\", \"asin\": \"B07M91945D\", \"price\": \"$8.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\\u201cH x 1.36\\u201dW(1 Pack)\", \"asin\": \"B0DBLVQJN6\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Black\", \"asin\": \"B0C5X3DJ1Z\", \"price\": \"$15.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)\", \"asin\": \"B08DN81VJ1\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"EUDEMON 1 Pack Updated Baby Safety Electrical Outlet Cover Box Childproof Plug Cover - More Space for Large Plugs Easy to Install & Use (White)\", \"asin\": \"B0DL5S7MH4\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"EUDEMON Baby Safety Electrical Outlet Cover Box Childproof Large Plug Cover for Babyproofing Outlets Easy to Install & Use (1 Pack,Transparent)\", \"asin\": \"B08DN81VJ1\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Large Outdoor Electrical Box (12.5 x 8.5 x 5 inch), IP54 Waterproof Extension Cord Cover Weatherproof, Protect Outlet, Plug, Socket, Timer, Power Strip, Holiday Light Decoration, Black\", \"asin\": \"B09NLW5HMX\", \"price\": \"$26.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)\", \"asin\": \"B0DN5FDWT3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"38 Pack Outlet Covers ChildProof Plug Protector - Vmaisi Baby Proofing Electrical Safety Outlet Plugs\", \"asin\": \"B07MDFX9TY\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"SAFELON 1Pcs Baby Proof Electrical Outlet Box Electrical Outlet Cover Baby Proof Box Plug Cover for Baby Safety (White)\", \"asin\": \"B0DN5FDWT3\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Extra Large Baby Safety Outlet Box, Plug Covers for Electrical Outlets, Child Proof Socket Covers\", \"asin\": \"B0CS9RBH2B\", \"price\": \"$8.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Medium Outdoor Electrical Box(10.6x5.5x4.5inch),Weatherproof Connection Box w/6 Cable Entry,IP54 Waterproof Extension Cord Cover Protect Power Strip,Timer,Plug,Holiday Lights,Black\", \"asin\": \"B0CT8GD432\", \"price\": \"$19.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Extension Cord Cover Outdoor, Cord Connector Protector IP54 Water-Resistant, Indoor Electrical Safety Box for Plug Outlet Tool Holiday Light Black\", \"asin\": \"B0BW3H3KZZ\", \"price\": \"$5.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install with Included Screws,Provides Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0DB5S8N5F\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety Large Outlet Cover Box for Baby Proofing Outlets | Secure Hidden Lock | Oversized Interior for Bulky Plugs, Charging Blocks & Adapters | Modern Universal Design | Easy Install | 1 Pack\", \"asin\": \"B0CV5ZX1NL\", \"price\": \"$17.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Outdoor Electrical Box Waterproof with Detachable Shield Covers, IP55 Waterproof Extension Cord Cover for Plug, Outlet, Halloween, Christmas String Lights, Weatherproof Connection Box, Black\", \"asin\": \"B0DGLMCNBP\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"UltraPro Outdoor Outlet Cover, Single Gang Outdoor Outlet Cover Weatherproof Enclosure, Rated for Wet Locations, Outdoor Electrical Box Waterproof Plug Covers, Black, 49204\", \"asin\": \"B08GKXJX7Z\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Baby Safety Outlet Cover Box,Outlet Covers,Plug Covers for Electrical Outlets,Socket Covers for Outlets Fit 4.95\\\" H X 3.35\\\" W X 2.56\\\" D or Smaller,Provide Extra Space Inside for Plugs,Adapters\", \"asin\": \"B0CQX5BB7R\", \"price\": \"$18.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"2-Gang Baby Safety Dual Outlet Cover Box - Key Lock for Much Better Toddler Proofing, Easier Operation, Simple 4 Step Install,Provides Extra Space Inside for Plugs,Adapters,Clear\", \"asin\": \"B0DPW6R5GF\", \"price\": \"$18.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Baby Safety Outlet Cover Box-Key Lock for Much Better Toddler Proofing,Easier Operation,Simple 4 Step Install with Included Screws,Suitable for all Standard Electrical Outlets and Wall Switch\", \"asin\": \"B0DBM8RK3Q\", \"price\": \"$15.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Clear Outlet Cover Box [Patented] Double Lock for Much Better Toddler Proofing, Easier Operation, Simple 3 Step Install with Included Screws. Provides Extra Space Inside for Plugs\", \"asin\": \"B0BC2CW6DM\", \"price\": \"$12.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"ENERLITES Duplex Wall Plates Kit, Electrical Outlet Covers, Standard Size 1-Gang 4.50\\\" x 2.76\\\", Unbreakable Polycarbonate Thermoplastic, Electric Receptacle Plug Covers, 8821-W-5PCS, White (5 Pack)\", \"asin\": \"B0DTK25HDJ\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon [3 Pack] Outdoor Extension Cord Safety Cover with Waterproof Seal, Weatherproof Electrical Connection Box to Protect Outdoor Outlet, Plug, Socket, Christmas Holiday Decoration Light, Black\", \"asin\": \"B08CMQHYLL\", \"price\": \"$17.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Outlet Covers Babepai 38-Pack White Child Proof Electrical Protector Safety Improved Baby Safety Plug Covers\", \"asin\": \"B07KWT9LS1\", \"price\": \"$7.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Baby Plug and Outlet Covers for Wall Sockets - 2 Pack - Model CK030\", \"asin\": \"B07MP6VMFX\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Bates Weatherproof Electrical Outlet Cover, 1-Gang, Outdoor Plug Cover, Outdoor Receptacle Cover\", \"asin\": \"B0C3RT3QNZ\", \"price\": \"$7.85\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Intermatic WP3100C Weatherproof Electrical Outlet Cover - Extreme Temperature Resistance, Heavy-Duty Construction, Versatile Design & Multi-Configurable, Easy Install, Secure Fit for Outdoor In-Use\", \"asin\": \"B001PKP4J6\", \"price\": \"$8.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Hrensaw Large Outdoor Electrical Box Waterproof(12.5x8.5x5inch),IP54 Waterproof Outdoor Outlet Covers,Weatherproof Extension Cord Covers Protect Outlet,Plug,Timer,Power Strip,Holiday Light,Black\", \"asin\": \"B0BJV1GCR6\", \"price\": \"$22.40\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Outlet Covers Baby Proofing (50 Pack) Safe & Secure Electric Plug Protectors | Sturdy Childproof Socket Covers for Home & Office | Easy Installation | Protect Toddlers & Babies | White\", \"asin\": \"B01N7H7J47\", \"price\": \"$8.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Chouky Cable Organizer Box Set of Three, Power Cover Cord Holder Surge Protector for Desk (White)\", \"asin\": \"B089YX8T89\", \"price\": \"$25.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Single Outlet Covers Box, Clear Weatherproof Outlet Box Outdoor Electrical Outlet Covers Baby Safety Plug Protector for Socket Receptacle Home Improvement(4.52X3.93X3.07in)\", \"asin\": \"B0CTS83C55\", \"price\": \"$13.39\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Outdoor Electrical Box Waterproof IP54 Black Outdoor Extension Cord Cover (7.6 x 3.9 x3.3 inch) Wall-Hangable Waterproof Box for Plug, Halloween, Christmas String Lights (1 PCS Black)\", \"asin\": \"B0CTHSZ5ND\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Flemoon Medium Outdoor Electrical Box (11.5x5.2x4 inch), IP54 Waterproof Extension Cord Cover w/ 6 Cable Entry Ports, Weatherproof Connection Box for Power Strip, Timer, Plug, Holiday Lights, Black\", \"asin\": \"B0DHRV741G\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Extension Cord Cover Waterproof, Outdoor Cord Connection Protector for Outside with 4 Removable Latches, Electrical Box Plug Covers for Patio, Power Tools, Holiday Decoration Lights, Green\", \"asin\": \"B0CC2GC8F8\", \"price\": \"$6.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"6-Pack Safety Innovations Self-Closing Outlet Covers (For Center Screw Outlets Only) - Measures 3\\\"Wide x 4.75\\\"High-An Alternative To Wall Socket Plugs for Child Proofing Outlets, (1-Screw), (White)\", \"asin\": \"B004WEKS6Q\", \"price\": \"$15.95\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Cover Box,Baby Safety Outlet Cover Box,Wall Outlet Covers,Easier Operation,Provide Extra Space Inside for Plugs & Adapters,Fits Standard Sockets 2.68\\u201cH x 1.36\\u201dW(1 Pack)\", \"asin\": \"B0DBLVQJN6\", \"price\": \"$16.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14\"},\n{\"title\": \"Qdos Safety StayPut Double Outlet Plug Cover - One Plug Covers both Outlets! Secure Fit and Beveled Edges Prevent Small Fingers from Removing Unlike Other Products| Fits All Outlets | 6 pack | White\", \"asin\": \"B077N6HPV3\", \"price\": \"$8.19\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"2 Pcs Baby Safety Outlet Cover Box Clear Lock Box with Key Covers for Electrical Outlets, Provides Space Inside for Plugs, Baby Proof Socket Covers Ease Operation\", \"asin\": \"B0DHKX45LL\", \"price\": \"$19.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"2 Pack Outdoor Extension Cord Cover,IP54,Connection Box Protects Outdoor Sockets,Plugs, Christmas Decorative Lights,Black\", \"asin\": \"B0CS667XL4\", \"price\": \"$9.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Hrensaw Small Weatherproof Electrical Connection Box(Inner 5.5 x 3 x 2.2inch),Outdoor Electrical Box,Waterproof Extension Cord Covers for Plug, Extension Cables, Holiday Lights,Grey\", \"asin\": \"B0C5X1DQYC\", \"price\": \"$15.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TayMac MM420C 1-Gang Nonmetallic Extra Duty Weatherproof In-Use Horizontal/Vertical 16-in-1 Standard Cover, 2.75 in, Clear\", \"asin\": \"B00JU532B0\", \"price\": \"$15.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Clear Outlet Covers (50 Pack) Value Pack \\u2013 Baby Safety Outlet Plug Covers \\u2013 Durable & Steady \\u2013 Child Proof Your Outlets Easily\", \"asin\": \"B077Y5LHHF\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Wed, Apr 16\"},\n{\"title\": \"Electrical Outlet Baby Proof Covers, Secure Outlet Plugs, Baby Proofing, 36 Count\", \"asin\": \"B00JHKTDQG\", \"price\": \"$3.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Joinfworld 9x5x4.3 Outdoor Extension Cord Cover for Outside Waterproof Outdoor Electrical Box Outlet Plug Cover Cord Protector Plastic Connection Box for Power Strip Lights Pump Controllers\", \"asin\": \"B0CKZ34N8L\", \"price\": \"$23.98\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:23:49.564Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"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\": \"plug\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"Vari Electric Standing Desk - 60x30 VariDesk, Adjustable Height Stand Up Computer Desk - Dual Motor with Memory Presets, Stable T-Style Legs- Home Office Essentials - Reclaimed Wood\", \"asin\": \"B089CX2F42\", \"price\": \"$799.00\", \"quantity\": \"\"},\n{\"title\": \"Aveyas 32 in Electric Motorized Standing Desk Converter, Speed Plus Version Height Adjustable Desktop Riser, Dual Monitor and Laptop Workstation with Wide Keyboard Tray\", \"asin\": \"B0DLKP1V85\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"NearHub Electric Height Adjustable Standing Desk,48\\u00d724 Inches Sit Stand Up Down Computer Table,Ergonomic Memory Rising Desks for Work Office Home White\", \"asin\": \"B0D92BG2WX\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Agilestic L-Shaped Standing Desk Adjustable Height, Electric Corner Standing Desk, Sit Stand Up Desk, 75x61 inch Sit Stand Computer Table, Rustic Brown\", \"asin\": \"B0DPJ7MMBR\", \"price\": \"$379.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT E6 Essential Dual Motor Standing Desk Frame 3 Stages Electric Height Adjustable Desk Stand Up Desk Frame Only ((Black)\", \"asin\": \"B0CJC736RT\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT E6 Essential 3 Stages Dual Motor Electric Standing Desk 55x28 Inch Whole-Piece Board Height Adjustable Electric Sit Stand Desk(Black Frame + Special Walnut Desktop, 2 Packages)\", \"asin\": \"B0CKP284VZ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT E6 MAX Bamboo Dual Motor 3 Stages Standing Desk 55x28 Inch Whole-Piece Board Electric Height Adjustable Stand Up Desk Large Load Capacity(Black Frame + Bamboo Desktop)\", \"asin\": \"B0CWGJCDXX\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 White Micro-ATX Mini Tower Pc Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, White\", \"asin\": \"B0CWQHNK48\", \"price\": \"$104.98\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master NR200P V2 White Mini-ITX 18L PC Case, Top-Mount 240mm|280mm Liquid Cooler, 356mm Vertical Mounting 3.5-Slot GPU, Tempered |Vented Panel, USB 3.2 Gen 2x2 Type C (NR200PV2-WCNN-S00)\", \"asin\": \"B0CT7SDL8V\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR RS120 ARGB 120mm PWM Fan \\u2013 Daisy-Chain Connection \\u2013 Low-Noise \\u2013 Magnetic Dome Bearing \\u2013 Single Pack \\u2013 White\", \"asin\": \"B0D49PZ1HM\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LIAN LI SP 750W 80+ Gold, White Color, Performance SFX Form Factor Power Supply - SP750 White\", \"asin\": \"B0B19CLDP2\", \"price\": \"$154.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR Vengeance RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - White (CMH32GX5M2B6000C30W)\", \"asin\": \"B0CD7WZRHF\", \"price\": \"$144.99\", \"quantity\": \"\"},\n{\"title\": \"VIVO Single 17 to 32 inch Monitor Height Adjustable Counterbalance Mechanical Arm Desk Stand, Classic, Universal VESA Mount, White, STAND-V001OW\", \"asin\": \"B0D67X2J6Y\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)\", \"asin\": \"B08R6S1M1K\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Smart Plug | Works with Alexa | Simple setup, endless possibilities\", \"asin\": \"B089DR29T6\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip - 8 Outlets with 4 USB (2 USB C) Charging Ports, Multi Plug Outlet Extender, 5Ft Braided Extension Cord, Flat Plug Wall Mount Desk USB Charging Station for Home Office ETL\", \"asin\": \"B092J8LPWR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender - with Rotating Plug, 6 AC Multi Plug Outlet with 3 USB Ports (1 USB C), 1800J Wall Charger, 3-Sided Power Strip with Spaced Outlet Splitter for Home, Office, Travel\", \"asin\": \"B0B5X5DQPT\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector - 6 Widely Outlets with 3 USB Ports (1 USB C), 3-Side Outlet Extender Strip, 5 Ft Extension Cord Flat Plug, Wall Mount Small Power Strip for Travel Home Office College Dorm\", \"asin\": \"B0B1DKN9HG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cruise Essentials - Flat Plug Power Strip, Addtam 5 ft Ultra Flat Extension Cord with 6 Outlets Extender, No Surge Protector for Cruise Ship, Travel, Dorm, Home Office, ETL Listed\", \"asin\": \"B0BWY8FBFP\", \"price\": \"$8.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"European Travel Plug Adapter USB C, 2 Pack TESSAN US to Europe Plug Adapter with 4 AC Outlets 3 USB Charging Ports, Type C Power Adaptor to Italy Spain France Portugal Iceland Germany, Gray White\", \"asin\": \"B0B27HX6P7\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Leviton 000-515PR-000 515PR 15 Amp 125 Volt, Straight Blade Rubber Plug, NEMA 5-15P, Black\", \"asin\": \"B000FKBZ7M\", \"price\": \"$3.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"The Plug Liver Cleanse Detox & Repair Drink - Plant Based Herbal Electrolyte Drink for Liver Support & Health, Bloating Relief, Restore Antioxidants & Minerals | Liver Complex Energy Drink (24-Pack)\", \"asin\": \"B07YFGQJVH\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flat Plug Power Strip, Ultra Thin Flat Extension Cord - Addtam 12 Widely AC 3 Sides Multiple Outlets, 5Ft, 1050J Surge Protector, Wall Mount, Desk Charging Station for Home Office Dorm Room Essentials\", \"asin\": \"B0BVVPFRP7\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White\", \"asin\": \"B09BKHHL5H\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TROND Multi Plug Outlet Extender 2 Pack - Electrical Wall Splitter, 3 Way Angled Wall Outlet Adapter, Cruise Essentials, Small Multiple Plug Expander for Cruise Ship Home Office Dorm Room, White\", \"asin\": \"B0B497WTJN\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"USB Plug, USB Wall Charger 3 Pack, GiGreen Dual Port Electrical Plug Wall Outlet Charger Cube 5V 2.1A Charging Block Compatible iPhone 16 15 14 13 12 11 X,Samsung S25 S24 S23 S20 S10 S9 Note20,LG,Moto\", \"asin\": \"B077B8D1S6\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Kasa Smart Plug HS103P4, Smart Home Wi-Fi Outlet Works with Alexa, Echo, Google Home & IFTTT, No Hub Required, Remote Control, 15 Amp, UL Certified, 4-Pack, White\", \"asin\": \"B07RCNB2L3\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:24:29.980Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:24:29.980Z
|
click_product
|
B07RCNB2L3
|
rule
|
train
| 1,026 |
2025-04-14T05:24:29.980Z
|
click_product
|
B07RCNB2L3
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "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": "plug"}],
"cart_items": [{"title": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"promotion_items": [{"title": "Vari Electric Standing Desk - 60x30 VariDesk, Adjustable Height Stand Up Computer Desk - Dual Motor with Memory Presets, Stable T-Style Legs- Home Office Essentials - Reclaimed Wood", "asin": "B089CX2F42", "price": "$799.00", "quantity": ""},
{"title": "Aveyas 32 in Electric Motorized Standing Desk Converter, Speed Plus Version Height Adjustable Desktop Riser, Dual Monitor and Laptop Workstation with Wide Keyboard Tray", "asin": "B0DLKP1V85", "price": "$229.99", "quantity": ""},
{"title": "NearHub Electric Height Adjustable Standing Desk,48\u00d724 Inches Sit Stand Up Down Computer Table,Ergonomic Memory Rising Desks for Work Office Home White", "asin": "B0D92BG2WX", "price": "$179.00", "quantity": ""},
{"title": "Agilestic L-Shaped Standing Desk Adjustable Height, Electric Corner Standing Desk, Sit Stand Up Desk, 75x61 inch Sit Stand Computer Table, Rustic Brown", "asin": "B0DPJ7MMBR", "price": "$379.99", "quantity": ""},
{"title": "FLEXISPOT E6 Essential Dual Motor Standing Desk Frame 3 Stages Electric Height Adjustable Desk Stand Up Desk Frame Only ((Black)", "asin": "B0CJC736RT", "price": "$199.99", "quantity": ""},
{"title": "FLEXISPOT E6 Essential 3 Stages Dual Motor Electric Standing Desk 55x28 Inch Whole-Piece Board Height Adjustable Electric Sit Stand Desk(Black Frame + Special Walnut Desktop, 2 Packages)", "asin": "B0CKP284VZ", "price": "$299.99", "quantity": ""},
{"title": "FLEXISPOT E6 MAX Bamboo Dual Motor 3 Stages Standing Desk 55x28 Inch Whole-Piece Board Electric Height Adjustable Stand Up Desk Large Load Capacity(Black Frame + Bamboo Desktop)", "asin": "B0CWGJCDXX", "price": "$399.99", "quantity": ""},
{"title": "JONSBO/JONSPLUS Z20 White Micro-ATX Mini Tower Pc Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, White", "asin": "B0CWQHNK48", "price": "$104.98", "quantity": ""},
{"title": "Cooler Master NR200P V2 White Mini-ITX 18L PC Case, Top-Mount 240mm|280mm Liquid Cooler, 356mm Vertical Mounting 3.5-Slot GPU, Tempered |Vented Panel, USB 3.2 Gen 2x2 Type C (NR200PV2-WCNN-S00)", "asin": "B0CT7SDL8V", "price": "$119.99", "quantity": ""},
{"title": "CORSAIR RS120 ARGB 120mm PWM Fan \u2013 Daisy-Chain Connection \u2013 Low-Noise \u2013 Magnetic Dome Bearing \u2013 Single Pack \u2013 White", "asin": "B0D49PZ1HM", "price": "$19.99", "quantity": ""},
{"title": "LIAN LI SP 750W 80+ Gold, White Color, Performance SFX Form Factor Power Supply - SP750 White", "asin": "B0B19CLDP2", "price": "$154.99", "quantity": ""},
{"title": "CORSAIR Vengeance RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - White (CMH32GX5M2B6000C30W)", "asin": "B0CD7WZRHF", "price": "$144.99", "quantity": ""},
{"title": "VIVO Single 17 to 32 inch Monitor Height Adjustable Counterbalance Mechanical Arm Desk Stand, Classic, Universal VESA Mount, White, STAND-V001OW", "asin": "B0D67X2J6Y", "price": "$39.99", "quantity": ""}],
"search_results": [{"title": "Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)", "asin": "B08R6S1M1K", "price": "$9.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Amazon Smart Plug | Works with Alexa | Simple setup, endless possibilities", "asin": "B089DR29T6", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Surge Protector Power Strip - 8 Outlets with 4 USB (2 USB C) Charging Ports, Multi Plug Outlet Extender, 5Ft Braided Extension Cord, Flat Plug Wall Mount Desk USB Charging Station for Home Office ETL", "asin": "B092J8LPWR", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Surge Protector Outlet Extender - with Rotating Plug, 6 AC Multi Plug Outlet with 3 USB Ports (1 USB C), 1800J Wall Charger, 3-Sided Power Strip with Spaced Outlet Splitter for Home, Office, Travel", "asin": "B0B5X5DQPT", "price": "$11.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Power Strip Surge Protector - 6 Widely Outlets with 3 USB Ports (1 USB C), 3-Side Outlet Extender Strip, 5 Ft Extension Cord Flat Plug, Wall Mount Small Power Strip for Travel Home Office College Dorm", "asin": "B0B1DKN9HG", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Cruise Essentials - Flat Plug Power Strip, Addtam 5 ft Ultra Flat Extension Cord with 6 Outlets Extender, No Surge Protector for Cruise Ship, Travel, Dorm, Home Office, ETL Listed", "asin": "B0BWY8FBFP", "price": "$8.48", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "European Travel Plug Adapter USB C, 2 Pack TESSAN US to Europe Plug Adapter with 4 AC Outlets 3 USB Charging Ports, Type C Power Adaptor to Italy Spain France Portugal Iceland Germany, Gray White", "asin": "B0B27HX6P7", "price": "$23.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Leviton 000-515PR-000 515PR 15 Amp 125 Volt, Straight Blade Rubber Plug, NEMA 5-15P, Black", "asin": "B000FKBZ7M", "price": "$3.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "The Plug Liver Cleanse Detox & Repair Drink - Plant Based Herbal Electrolyte Drink for Liver Support & Health, Bloating Relief, Restore Antioxidants & Minerals | Liver Complex Energy Drink (24-Pack)", "asin": "B07YFGQJVH", "price": "$109.99", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "Flat Plug Power Strip, Ultra Thin Flat Extension Cord - Addtam 12 Widely AC 3 Sides Multiple Outlets, 5Ft, 1050J Surge Protector, Wall Mount, Desk Charging Station for Home Office Dorm Room Essentials", "asin": "B0BVVPFRP7", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White", "asin": "B09BKHHL5H", "price": "$9.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White", "asin": "B09PDLBFKY", "price": "$8.49", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey", "asin": "B0BLTYNJCK", "price": "$18.97", "delivery": " Two-Day FREE delivery Tue, Apr 15"},
{"title": "TROND Multi Plug Outlet Extender 2 Pack - Electrical Wall Splitter, 3 Way Angled Wall Outlet Adapter, Cruise Essentials, Small Multiple Plug Expander for Cruise Ship Home Office Dorm Room, White", "asin": "B0B497WTJN", "price": "$14.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "USB Plug, USB Wall Charger 3 Pack, GiGreen Dual Port Electrical Plug Wall Outlet Charger Cube 5V 2.1A Charging Block Compatible iPhone 16 15 14 13 12 11 X,Samsung S25 S24 S23 S20 S10 S9 Note20,LG,Moto", "asin": "B077B8D1S6", "price": "$8.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Kasa Smart Plug HS103P4, Smart Home Wi-Fi Outlet Works with Alexa, Echo, Google Home & IFTTT, No Hub Required, Remote Control, 15 Amp, UL Certified, 4-Pack, White", "asin": "B07RCNB2L3", "price": "$29.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:24:29.980Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:24:29.980Z\",\"action\": \"click_product\",\"acion_argument\": \"B07RCNB2L3\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:24:29.980Z\",\"action\": \"click_product\",\"acion_argument\": \"B07RCNB2L3\",}</answer>",
"index": 1026,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"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\": \"plug\"}],\n\"cart_items\": [{\"title\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"promotion_items\": [{\"title\": \"Vari Electric Standing Desk - 60x30 VariDesk, Adjustable Height Stand Up Computer Desk - Dual Motor with Memory Presets, Stable T-Style Legs- Home Office Essentials - Reclaimed Wood\", \"asin\": \"B089CX2F42\", \"price\": \"$799.00\", \"quantity\": \"\"},\n{\"title\": \"Aveyas 32 in Electric Motorized Standing Desk Converter, Speed Plus Version Height Adjustable Desktop Riser, Dual Monitor and Laptop Workstation with Wide Keyboard Tray\", \"asin\": \"B0DLKP1V85\", \"price\": \"$229.99\", \"quantity\": \"\"},\n{\"title\": \"NearHub Electric Height Adjustable Standing Desk,48\\u00d724 Inches Sit Stand Up Down Computer Table,Ergonomic Memory Rising Desks for Work Office Home White\", \"asin\": \"B0D92BG2WX\", \"price\": \"$179.00\", \"quantity\": \"\"},\n{\"title\": \"Agilestic L-Shaped Standing Desk Adjustable Height, Electric Corner Standing Desk, Sit Stand Up Desk, 75x61 inch Sit Stand Computer Table, Rustic Brown\", \"asin\": \"B0DPJ7MMBR\", \"price\": \"$379.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT E6 Essential Dual Motor Standing Desk Frame 3 Stages Electric Height Adjustable Desk Stand Up Desk Frame Only ((Black)\", \"asin\": \"B0CJC736RT\", \"price\": \"$199.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT E6 Essential 3 Stages Dual Motor Electric Standing Desk 55x28 Inch Whole-Piece Board Height Adjustable Electric Sit Stand Desk(Black Frame + Special Walnut Desktop, 2 Packages)\", \"asin\": \"B0CKP284VZ\", \"price\": \"$299.99\", \"quantity\": \"\"},\n{\"title\": \"FLEXISPOT E6 MAX Bamboo Dual Motor 3 Stages Standing Desk 55x28 Inch Whole-Piece Board Electric Height Adjustable Stand Up Desk Large Load Capacity(Black Frame + Bamboo Desktop)\", \"asin\": \"B0CWGJCDXX\", \"price\": \"$399.99\", \"quantity\": \"\"},\n{\"title\": \"JONSBO/JONSPLUS Z20 White Micro-ATX Mini Tower Pc Case,with Detachable Carrying Handle, Mini Size, High-Performance Hardware Compatible, Support 240AIO, H160mm Cooler, White\", \"asin\": \"B0CWQHNK48\", \"price\": \"$104.98\", \"quantity\": \"\"},\n{\"title\": \"Cooler Master NR200P V2 White Mini-ITX 18L PC Case, Top-Mount 240mm|280mm Liquid Cooler, 356mm Vertical Mounting 3.5-Slot GPU, Tempered |Vented Panel, USB 3.2 Gen 2x2 Type C (NR200PV2-WCNN-S00)\", \"asin\": \"B0CT7SDL8V\", \"price\": \"$119.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR RS120 ARGB 120mm PWM Fan \\u2013 Daisy-Chain Connection \\u2013 Low-Noise \\u2013 Magnetic Dome Bearing \\u2013 Single Pack \\u2013 White\", \"asin\": \"B0D49PZ1HM\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"LIAN LI SP 750W 80+ Gold, White Color, Performance SFX Form Factor Power Supply - SP750 White\", \"asin\": \"B0B19CLDP2\", \"price\": \"$154.99\", \"quantity\": \"\"},\n{\"title\": \"CORSAIR Vengeance RGB DDR5 RAM 32GB (2x16GB) 6000MHz CL30 Intel XMP iCUE Compatible Computer Memory - White (CMH32GX5M2B6000C30W)\", \"asin\": \"B0CD7WZRHF\", \"price\": \"$144.99\", \"quantity\": \"\"},\n{\"title\": \"VIVO Single 17 to 32 inch Monitor Height Adjustable Counterbalance Mechanical Arm Desk Stand, Classic, Universal VESA Mount, White, STAND-V001OW\", \"asin\": \"B0D67X2J6Y\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"search_results\": [{\"title\": \"Wall Charger, Surge Protector, QINLIANF 5 Outlet Extender with 4 USB Charging Ports (4.8A Total) 3-Sided 1680J Power Strip Multi Plug Adapter Spaced for Home Travel Office (3U1C)\", \"asin\": \"B08R6S1M1K\", \"price\": \"$9.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Amazon Smart Plug | Works with Alexa | Simple setup, endless possibilities\", \"asin\": \"B089DR29T6\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Power Strip - 8 Outlets with 4 USB (2 USB C) Charging Ports, Multi Plug Outlet Extender, 5Ft Braided Extension Cord, Flat Plug Wall Mount Desk USB Charging Station for Home Office ETL\", \"asin\": \"B092J8LPWR\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Outlet Extender - with Rotating Plug, 6 AC Multi Plug Outlet with 3 USB Ports (1 USB C), 1800J Wall Charger, 3-Sided Power Strip with Spaced Outlet Splitter for Home, Office, Travel\", \"asin\": \"B0B5X5DQPT\", \"price\": \"$11.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Power Strip Surge Protector - 6 Widely Outlets with 3 USB Ports (1 USB C), 3-Side Outlet Extender Strip, 5 Ft Extension Cord Flat Plug, Wall Mount Small Power Strip for Travel Home Office College Dorm\", \"asin\": \"B0B1DKN9HG\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Cruise Essentials - Flat Plug Power Strip, Addtam 5 ft Ultra Flat Extension Cord with 6 Outlets Extender, No Surge Protector for Cruise Ship, Travel, Dorm, Home Office, ETL Listed\", \"asin\": \"B0BWY8FBFP\", \"price\": \"$8.48\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"European Travel Plug Adapter USB C, 2 Pack TESSAN US to Europe Plug Adapter with 4 AC Outlets 3 USB Charging Ports, Type C Power Adaptor to Italy Spain France Portugal Iceland Germany, Gray White\", \"asin\": \"B0B27HX6P7\", \"price\": \"$23.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Leviton 000-515PR-000 515PR 15 Amp 125 Volt, Straight Blade Rubber Plug, NEMA 5-15P, Black\", \"asin\": \"B000FKBZ7M\", \"price\": \"$3.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"The Plug Liver Cleanse Detox & Repair Drink - Plant Based Herbal Electrolyte Drink for Liver Support & Health, Bloating Relief, Restore Antioxidants & Minerals | Liver Complex Energy Drink (24-Pack)\", \"asin\": \"B07YFGQJVH\", \"price\": \"$109.99\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"Flat Plug Power Strip, Ultra Thin Flat Extension Cord - Addtam 12 Widely AC 3 Sides Multiple Outlets, 5Ft, 1050J Surge Protector, Wall Mount, Desk Charging Station for Home Office Dorm Room Essentials\", \"asin\": \"B0BVVPFRP7\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"5 Outlet Extender Multi Plug Wall Outlets with 4 USB Charging Ports (1 USB C Outlet), 3 Sided 1680J Surge Protector Power Strip USB Wall Charger for Home, Office, Travel, ETL Listed, White\", \"asin\": \"B09BKHHL5H\", \"price\": \"$9.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"6 Ft Surge Protector Power Strip - 8 Widely Outlets with 4 USB Ports, 3 Side Outlet Extender with 6 Feet Extension Cord, Flat Plug, Wall Mount, Desk USB Charging Station, ETL,White\", \"asin\": \"B09PDLBFKY\", \"price\": \"$8.49\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Surge Protector Flat Extension Cord Flat Plug Power Strip, 8 AC Outlets, 3 USB Charger(1 USB C Port) 3-Sided Outlet Extender, 5 Ft, 900 Joules Protection, Office Supplies, Dorm Room Essentials, Grey\", \"asin\": \"B0BLTYNJCK\", \"price\": \"$18.97\", \"delivery\": \" Two-Day FREE delivery Tue, Apr 15\"},\n{\"title\": \"TROND Multi Plug Outlet Extender 2 Pack - Electrical Wall Splitter, 3 Way Angled Wall Outlet Adapter, Cruise Essentials, Small Multiple Plug Expander for Cruise Ship Home Office Dorm Room, White\", \"asin\": \"B0B497WTJN\", \"price\": \"$14.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"USB Plug, USB Wall Charger 3 Pack, GiGreen Dual Port Electrical Plug Wall Outlet Charger Cube 5V 2.1A Charging Block Compatible iPhone 16 15 14 13 12 11 X,Samsung S25 S24 S23 S20 S10 S9 Note20,LG,Moto\", \"asin\": \"B077B8D1S6\", \"price\": \"$8.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 14 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Kasa Smart Plug HS103P4, Smart Home Wi-Fi Outlet Works with Alexa, Echo, Google Home & IFTTT, No Hub Required, Remote Control, 15 Amp, UL Certified, 4-Pack, White\", \"asin\": \"B07RCNB2L3\", \"price\": \"$29.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:24:29.980Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:25:20.526Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:25:20.526Z
|
click
|
review
|
rule
|
train
| 1,027 |
2025-04-14T05:25:20.526Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata 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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:25:20.526Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:25:20.526Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:25:20.526Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1027,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the 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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:25:20.526Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:26:04.314Z\", // 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
|
2025-04-14T05:26:04.314Z
|
click
|
other
|
rule
|
train
| 1,028 |
2025-04-14T05:26:04.314Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:26:04.314Z", // 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\": \"2025-04-14T05:26:04.314Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:26:04.314Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1028,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:26:04.314Z\", // 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:26:05.596Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:26:05.596Z
|
click
|
other
|
rule
|
train
| 1,029 |
2025-04-14T05:26:05.596Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:26:05.596Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:26:05.596Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:26:05.596Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1029,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:26:05.596Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:27:25.871Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:27:25.871Z
|
click
|
other
|
rule
|
train
| 1,030 |
2025-04-14T05:27:25.871Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:27:25.871Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:27:25.871Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:27:25.871Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1030,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:27:25.871Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:27:26.495Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:27:26.495Z
|
click
|
other
|
rule
|
train
| 1,031 |
2025-04-14T05:27:26.495Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:27:26.495Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:27:26.495Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:27:26.495Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1031,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:27:26.495Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:07.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:07.797Z
|
click
|
other
|
rule
|
train
| 1,032 |
2025-04-14T05:28:07.797Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:07.797Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:28:07.797Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:07.797Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1032,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:07.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:08.794Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:08.794Z
|
click
|
other
|
rule
|
train
| 1,033 |
2025-04-14T05:28:08.794Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:08.794Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:08.794Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:08.794Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1033,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:08.794Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:10.730Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:10.730Z
|
click
|
other
|
rule
|
train
| 1,034 |
2025-04-14T05:28:10.730Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:10.730Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:10.730Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:10.730Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1034,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:10.730Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:11.833Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:11.833Z
|
click
|
other
|
rule
|
train
| 1,035 |
2025-04-14T05:28:11.833Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:11.833Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:11.833Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:11.833Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1035,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:11.833Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:13.107Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:13.107Z
|
click
|
other
|
rule
|
train
| 1,036 |
2025-04-14T05:28:13.107Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:13.107Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:13.107Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:13.107Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1036,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:13.107Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:23.848Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:23.848Z
|
click
|
other
|
rule
|
train
| 1,037 |
2025-04-14T05:28:23.848Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:23.848Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:23.848Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:23.848Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1037,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:23.848Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:24.478Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:24.478Z
|
click
|
other
|
rule
|
train
| 1,038 |
2025-04-14T05:28:24.478Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:24.478Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:28:24.478Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:24.478Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1038,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:24.478Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:25.152Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:25.152Z
|
click
|
other
|
rule
|
train
| 1,039 |
2025-04-14T05:28:25.152Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:25.152Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:25.152Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:25.152Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1039,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:25.152Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:25.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:25.797Z
|
click
|
other
|
rule
|
train
| 1,040 |
2025-04-14T05:28:25.797Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:25.797Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:28:25.797Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:25.797Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1040,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:25.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:29.422Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:29.422Z
|
click
|
other
|
rule
|
train
| 1,041 |
2025-04-14T05:28:29.422Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:29.422Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:29.422Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:29.422Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1041,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:29.422Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:30.064Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:30.064Z
|
click
|
other
|
rule
|
train
| 1,042 |
2025-04-14T05:28:30.064Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:30.064Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:30.064Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:30.064Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1042,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:30.064Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:30.589Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:30.589Z
|
click
|
other
|
rule
|
train
| 1,043 |
2025-04-14T05:28:30.589Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:30.589Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:30.589Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:30.589Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1043,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:30.589Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:31.066Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:31.066Z
|
click
|
other
|
rule
|
train
| 1,044 |
2025-04-14T05:28:31.066Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:31.066Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:28:31.066Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:31.066Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1044,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:31.066Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:31.714Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:31.714Z
|
click
|
other
|
rule
|
train
| 1,045 |
2025-04-14T05:28:31.714Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.066Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:31.714Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:28:31.714Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:31.714Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1045,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:31.714Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:32.270Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:32.270Z
|
click
|
other
|
rule
|
train
| 1,046 |
2025-04-14T05:28:32.270Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.066Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.714Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:32.270Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T05:28:32.270Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:32.270Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1046,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:32.270Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:32.270Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:33.410Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:33.410Z
|
click
|
other
|
rule
|
train
| 1,047 |
2025-04-14T05:28:33.410Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.066Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.714Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:32.270Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:33.410Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:33.410Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:33.410Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1047,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:32.270Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:33.410Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:32.270Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:33.410Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:52.700Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T05:28:52.700Z
|
click
|
review
|
rule
|
train
| 1,048 |
2025-04-14T05:28:52.700Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.066Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.714Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:32.270Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:33.410Z", "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": "Nivea Cellular Luminous 630\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml", "asin": "B08W9C17SZ", "price": "$20.10", "quantity": "1"},
{"title": "ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)", "asin": "B0CSFT73DH", "price": "$321.16", "quantity": "1"},
{"title": "SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)", "asin": "B0BHJJ9Y77", "price": "$169.99", "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"}],
"product_details": [{"asin": "B09XYYMJ9D"},
{"title": "Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack"},
{"price": "$34.99"},
{"bullet_list": "\u3010Advanced Motion Detection\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \u3010Daylight Detection\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \u3010Smart Mode & Away Mode\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \u3010Works w/ All Bulb Types\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \u3010Voice & App Control\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \u3010Trusted & Reliable\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \u3010Kasa Smart Action\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \u3010App-Guided Setup\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1 "}],
"product_options": [{"Style": "Motion Sensor"},
{"Size": "2-Pack"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T05:28:52.700Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T05:28:52.700Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T05:28:52.700Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1048,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:32.270Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:33.410Z\", \"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\": \"Nivea Cellular Luminous 630\\u00b0 Anti Dark-Spot Advanced Treatment Serum - 30ml\", \"asin\": \"B08W9C17SZ\", \"price\": \"$20.10\", \"quantity\": \"1\"},\n{\"title\": \"ASUS ROG Loki SFX-L 1200W Titanium PC Power Supply (Modular, 80+ Titanium, 135mm PWM Axial Fan, Aura Sync RGB, ATX 3.0, PCIe 5.0 Ready)\", \"asin\": \"B0CSFT73DH\", \"price\": \"$321.16\", \"quantity\": \"1\"},\n{\"title\": \"SAMSUNG 990 PRO Series - 2TB PCIe Gen4. X4 NVMe 2.0c - M.2 Internal SSD (MZ-V9P2T0B/AM)\", \"asin\": \"B0BHJJ9Y77\", \"price\": \"$169.99\", \"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\"product_details\": [{\"asin\": \"B09XYYMJ9D\"},\n{\"title\": \"Kasa Smart Motion Sensor Switch, Single Pole, Needs Neutral Wire, 2.4GHz Wi-Fi Light Switch, Works with Alexa & Google Assistant, UL Certified, No Hub Required(KS200MP2),White,2-Pack\"},\n{\"price\": \"$34.99\"},\n{\"bullet_list\": \"\\u3010Advanced Motion Detection\\u3011Completely hands-free and smart operation of your connected lights. The switch automatically turns lights on when motion is detected and turns off after a preset time. Ideal for areas such as bedrooms, hallways and restrooms where hands-free operation is ideal. \\u3010Daylight Detection\\u3011Smart ambient light detection will sense daylight and prevent lights from turning on during the day. \\u3010Smart Mode & Away Mode\\u3011Set different light triggers based on your routine for effortless control. Automatically turns devices on and off at different times to give the appearance that someone is home. \\u3010Works w/ All Bulb Types\\u3011600W Incandescent/Halogen, 300W CFL/MLV/ELV \\u3010Voice & App Control\\u3011Manage your device with voice commands via Amazon Alexa, Google Assistant, or Samsung SmartThings. Hands-free operation of your lights from anywhere through the free Kasa app. \\u3010Trusted & Reliable\\u3011The KS200M is UL certified, meaning rigorous testing is done for safety and certified by a 3rd party laboratory. Includes our industry leading 2-year warranty. Kasa is trusted by over 7 million users worldwide. \\u3010Kasa Smart Action\\u3011A part of the Kasa Smart Ecosystem, the switch works with other Kasa devices, so you can set smart actions, and groupings with your other Kasa devices. \\u3010App-Guided Setup\\u3011Neutral wire is required, standard wall plate size. No need to understand complex switch wiring or master vs auxiliary switch configurations; The Kasa app guides you through easy step by step installation. Need 2.4GHz Wi-Fi connection.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1 \"}],\n\"product_options\": [{\"Style\": \"Motion Sensor\"},\n{\"Size\": \"2-Pack\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T05:28:52.700Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:32.270Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:33.410Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:52.700Z\", \"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<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:16:36.444Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:16:36.444Z
|
input
|
dolly
|
rule
|
train
| 1,049 |
2025-04-14T06:16:36.444Z
|
input
|
dolly
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.066Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.714Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:32.270Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:33.410Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:52.700Z", "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": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T06:16:36.444Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-14T06:16:36.444Z\",\"action\": \"input\",\"acion_argument\": \"dolly\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:16:36.444Z\",\"action\": \"input\",\"acion_argument\": \"dolly\",}</answer>",
"index": 1049,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:32.270Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:33.410Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:52.700Z\", \"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<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:16:36.444Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:32.270Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:33.410Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:52.700Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T06:16:36.444Z\", \"action\": \"input\", \"action_argument\": \"dolly\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"dolly\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:16:38.110Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-14T06:16:38.110Z
|
click
|
search
|
rule
|
train
| 1,050 |
2025-04-14T06:16:38.110Z
|
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": "2025-04-08T00:57:42.809Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:57:49.496Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T00:58:05.075Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T00:58:15.282Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T01:01:24.209Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:01:41.178Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T01:01:45.355Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:01.903Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T01:02:18.591Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:15:04.238Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-08T02:17:00.105Z", "action": "input", "action_argument": "64g ddr5 6000 c28"}
{"timestamp": "2025-04-08T02:17:00.261Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-08T02:19:08.786Z", "action": "purchase", "action_argument": "B0F1RKXGXZ"}
{"timestamp": "2025-04-08T02:19:31.772Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:19:45.713Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:21:18.394Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:21.608Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:25.275Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:26.191Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:28.350Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:29.933Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:30.443Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:31.927Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:33.683Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:34.680Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:21:35.963Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:23:18.610Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:23:28.599Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-08T02:26:56.211Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:29:21.488Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:14.523Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:34:33.446Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:35:48.474Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:35:56.742Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:35:57.371Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:36:09.673Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-08T02:36:39.843Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-08T02:37:33.721Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-08T02:37:44.693Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-08T02:37:54.176Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:30:39.975Z", "action": "input", "action_argument": "Oyster knives"}
{"timestamp": "2025-04-10T19:30:40.082Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:30:45.170Z", "action": "input", "action_argument": "Oyster knives "}
{"timestamp": "2025-04-10T19:30:45.273Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T19:32:24.904Z", "action": "click_product", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:33:12.574Z", "action": "purchase", "action_argument": "B07L9QTLNQ"}
{"timestamp": "2025-04-10T19:34:50.830Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-10T19:54:51.255Z", "action": "input", "action_argument": "sofa side table"}
{"timestamp": "2025-04-10T19:54:51.401Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:55:59.561Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T19:59:11.062Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:15.612Z", "action": "input", "action_argument": "94.4\" Extra Long Console Table"}
{"timestamp": "2025-04-10T19:59:15.713Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T19:59:55.511Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:00:16.052Z", "action": "click_product", "action_argument": "B00QMNTMXA"}
{"timestamp": "2025-04-10T20:01:36.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:01:58.858Z", "action": "click_product", "action_argument": ""}
{"timestamp": "2025-04-10T20:02:08.926Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:18.498Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:22.323Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:28.834Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:02:42.127Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-10T20:04:33.353Z", "action": "input", "action_argument": "sofa backside table"}
{"timestamp": "2025-04-10T20:04:33.501Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-10T20:09:17.991Z", "action": "click_product", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-10T20:15:15.031Z", "action": "purchase", "action_argument": "B0DF25TNCG"}
{"timestamp": "2025-04-11T03:55:26.969Z", "action": "input", "action_argument": "table"}
{"timestamp": "2025-04-11T03:55:27.181Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:54.125Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:55:57.433Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T03:56:12.058Z", "action": "click_product", "action_argument": "B0BRVC7Y7W"}
{"timestamp": "2025-04-11T04:02:31.199Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T04:02:31.268Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-11T05:06:35.159Z", "action": "input", "action_argument": "key "}
{"timestamp": "2025-04-11T05:06:35.258Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-11T05:06:59.769Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-11T05:07:11.914Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:04:57.747Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-14T05:08:52.892Z", "action": "input", "action_argument": "charger station"}
{"timestamp": "2025-04-14T05:10:37.621Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:47.506Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:10:55.956Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:37.584Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:12:42.134Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:42.825Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:12:50.063Z", "action": "input", "action_argument": "vga to "}
{"timestamp": "2025-04-14T05:12:50.144Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:14:43.724Z", "action": "click_product", "action_argument": "B0898C42NW"}
{"timestamp": "2025-04-14T05:16:22.264Z", "action": "purchase", "action_argument": "B0898C42NW"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-14T05:20:35.488Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:20:59.727Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:22:42.859Z", "action": "input", "action_argument": "box"}
{"timestamp": "2025-04-14T05:22:43.028Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:22:48.649Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:00.596Z", "action": "input", "action_argument": "plug box"}
{"timestamp": "2025-04-14T05:23:00.700Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-14T05:23:45.573Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:45.735Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:23:49.564Z", "action": "click", "action_argument": "search"}
{"timestamp": "2025-04-14T05:24:29.980Z", "action": "click_product", "action_argument": "B07RCNB2L3"}
{"timestamp": "2025-04-14T05:25:20.526Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T05:26:04.314Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:26:05.596Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:25.871Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:27:26.495Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:07.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:08.794Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:10.730Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:11.833Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:13.107Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:23.848Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:24.478Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.152Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:25.797Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:29.422Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.064Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:30.589Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.066Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:31.714Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:32.270Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:33.410Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-14T05:28:52.700Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-14T06:16:36.444Z", "action": "input", "action_argument": "dolly"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "dolly"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-14T06:16:38.110Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-14T06:16:38.110Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-14T06:16:38.110Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1050,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-08T00:57:42.809Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:57:49.496Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T00:58:05.075Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T00:58:15.282Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T01:01:24.209Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:01:41.178Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T01:01:45.355Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:01.903Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T01:02:18.591Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:15:04.238Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-08T02:17:00.105Z\", \"action\": \"input\", \"action_argument\": \"64g ddr5 6000 c28\"}\n{\"timestamp\": \"2025-04-08T02:17:00.261Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-08T02:19:08.786Z\", \"action\": \"purchase\", \"action_argument\": \"B0F1RKXGXZ\"}\n{\"timestamp\": \"2025-04-08T02:19:31.772Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:19:45.713Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:21:18.394Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:21.608Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:25.275Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:26.191Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:28.350Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:29.933Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:30.443Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:31.927Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:33.683Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:34.680Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:21:35.963Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:23:18.610Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:23:28.599Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-08T02:26:56.211Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:29:21.488Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:14.523Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:34:33.446Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:35:48.474Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:35:56.742Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:35:57.371Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:36:09.673Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-08T02:36:39.843Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-08T02:37:33.721Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-08T02:37:44.693Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-08T02:37:54.176Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:30:39.975Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives\"}\n{\"timestamp\": \"2025-04-10T19:30:40.082Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:30:45.170Z\", \"action\": \"input\", \"action_argument\": \"Oyster knives \"}\n{\"timestamp\": \"2025-04-10T19:30:45.273Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T19:32:24.904Z\", \"action\": \"click_product\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:33:12.574Z\", \"action\": \"purchase\", \"action_argument\": \"B07L9QTLNQ\"}\n{\"timestamp\": \"2025-04-10T19:34:50.830Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-10T19:54:51.255Z\", \"action\": \"input\", \"action_argument\": \"sofa side table\"}\n{\"timestamp\": \"2025-04-10T19:54:51.401Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:55:59.561Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T19:59:11.062Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:15.612Z\", \"action\": \"input\", \"action_argument\": \"94.4\\\" Extra Long Console Table\"}\n{\"timestamp\": \"2025-04-10T19:59:15.713Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T19:59:55.511Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:00:16.052Z\", \"action\": \"click_product\", \"action_argument\": \"B00QMNTMXA\"}\n{\"timestamp\": \"2025-04-10T20:01:36.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:01:58.858Z\", \"action\": \"click_product\", \"action_argument\": \"\"}\n{\"timestamp\": \"2025-04-10T20:02:08.926Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:18.498Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:22.323Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:28.834Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:02:42.127Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-10T20:04:33.353Z\", \"action\": \"input\", \"action_argument\": \"sofa backside table\"}\n{\"timestamp\": \"2025-04-10T20:04:33.501Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-10T20:09:17.991Z\", \"action\": \"click_product\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-10T20:15:15.031Z\", \"action\": \"purchase\", \"action_argument\": \"B0DF25TNCG\"}\n{\"timestamp\": \"2025-04-11T03:55:26.969Z\", \"action\": \"input\", \"action_argument\": \"table\"}\n{\"timestamp\": \"2025-04-11T03:55:27.181Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:54.125Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:55:57.433Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T03:56:12.058Z\", \"action\": \"click_product\", \"action_argument\": \"B0BRVC7Y7W\"}\n{\"timestamp\": \"2025-04-11T04:02:31.199Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T04:02:31.268Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-11T05:06:35.159Z\", \"action\": \"input\", \"action_argument\": \"key \"}\n{\"timestamp\": \"2025-04-11T05:06:35.258Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-11T05:06:59.769Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-11T05:07:11.914Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:04:57.747Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-14T05:08:52.892Z\", \"action\": \"input\", \"action_argument\": \"charger station\"}\n{\"timestamp\": \"2025-04-14T05:10:37.621Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:47.506Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:10:55.956Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:37.584Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:12:42.134Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:42.825Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:12:50.063Z\", \"action\": \"input\", \"action_argument\": \"vga to \"}\n{\"timestamp\": \"2025-04-14T05:12:50.144Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:14:43.724Z\", \"action\": \"click_product\", \"action_argument\": \"B0898C42NW\"}\n{\"timestamp\": \"2025-04-14T05:16:22.264Z\", \"action\": \"purchase\", \"action_argument\": \"B0898C42NW\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-14T05:20:35.488Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:20:59.727Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:22:42.859Z\", \"action\": \"input\", \"action_argument\": \"box\"}\n{\"timestamp\": \"2025-04-14T05:22:43.028Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:22:48.649Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:00.596Z\", \"action\": \"input\", \"action_argument\": \"plug box\"}\n{\"timestamp\": \"2025-04-14T05:23:00.700Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-14T05:23:45.573Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:45.735Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:23:49.564Z\", \"action\": \"click\", \"action_argument\": \"search\"}\n{\"timestamp\": \"2025-04-14T05:24:29.980Z\", \"action\": \"click_product\", \"action_argument\": \"B07RCNB2L3\"}\n{\"timestamp\": \"2025-04-14T05:25:20.526Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T05:26:04.314Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:26:05.596Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:25.871Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:27:26.495Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:07.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:08.794Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:10.730Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:11.833Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:13.107Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:23.848Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:24.478Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.152Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:25.797Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:29.422Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.064Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:30.589Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.066Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:31.714Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:32.270Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:33.410Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-14T05:28:52.700Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-14T06:16:36.444Z\", \"action\": \"input\", \"action_argument\": \"dolly\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"dolly\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-14T06:16:38.110Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T03:13:12.736Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T03:13:12.736Z
|
input
|
502
|
rule
|
train
| 1,051 |
2025-04-08T03:13:12.736Z
|
input
|
502
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T03:13:12.736Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-08T03:13:12.736Z\",\"action\": \"input\",\"acion_argument\": \"502 \",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T03:13:12.736Z\",\"action\": \"input\",\"acion_argument\": \"502 \",}</answer>",
"index": 1051,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T03:13:12.736Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T03:13:12.736Z\", \"action\": \"input\", \"action_argument\": \"502 \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"502 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T03:13:12.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T03:13:12.820Z
|
click
|
suggested_term
|
rule
|
train
| 1,052 |
2025-04-08T03:13:12.820Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T03:13:12.736Z", "action": "input", "action_argument": "502 "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "502 "}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T03:13:12.820Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T03:13:12.820Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T03:13:12.820Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 1052,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T03:13:12.736Z\", \"action\": \"input\", \"action_argument\": \"502 \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"502 \"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T03:13:12.820Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T03:13:12.736Z\", \"action\": \"input\", \"action_argument\": \"502 \"}\n{\"timestamp\": \"2025-04-08T03:13:12.820Z\", \"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\": \"502 super glue\"}],\n\"cart_items\": [{\"title\": \"VIWIK Reusable Chopsticks 5 Pairs Premium Fiberglass Chop sticks \\u2013 Lightweight Non-Slip Design Easy to Clean Dishwasher Safe 9 1/2 Inches \\u2013 Gift Set\", \"asin\": \"B08R8DHTD5\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"HOUAGI LED TV Stand for Televisions up to 65 Inchs,Modern Entertainment Center with Storage Drawer and Glass Shelf, TV Console Table for Living Room,Bedroom (Black, 63in)\", \"asin\": \"B0BVVWBR7F\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"HUANUO 63\\u2033 Dual Motor L-Shaped Standing Desk, Built-in Power Outlets, Electric Height Adjustable Corner Computer Desk, Large Power Strip Holder, Sit Stand Up Desk with 3 Preset Heights, Black\", \"asin\": \"B0CP9GVVKP\", \"price\": \"$249.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding\", \"asin\": \"B09ZLJ284H\", \"price\": \"$6.89\", \"quantity\": \"\"},\n{\"title\": \"Starbond 4 oz. Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay)\", \"asin\": \"B0B8GCY712\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"3 Gram (Pack of 12) Single Use Super Glue Liquid, Super Fast, Thin & Strong Adhesive Superglue, Cyanoacrylate Glue for Hard Plastics, DIY Craft, Ceramics, Leather, Metal Etc\", \"asin\": \"B0DMJJHPQR\", \"price\": \"$5.69\", \"quantity\": \"\"},\n{\"title\": \"Wood Super Glue Liquid, Clear Instant Cyanoacrylate Adhesive for Wood Crafts Repair Woodworking, All Purpose CA Glue for Shoe Ceramic Plastic Leather Glass Model Metal Pottery Aquarium Porcelain Stone\", \"asin\": \"B0D7ZNCCSY\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 4 oz. Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay)\", \"asin\": \"B0B8GCY712\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding\", \"asin\": \"B09ZLJ284H\", \"price\": \"$6.89\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Glue Remover, Dissolves Adhesive, CA Glue Debonder, Easy Brush Cap Applicator, 2 oz\", \"asin\": \"B0797D6NZM\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz\", \"asin\": \"B00C32MKLK\", \"price\": \"$13.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)\", \"asin\": \"B00C32ME6G\"},\n{\"title\": \"Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz\", \"asin\": \"B00C32MKLK\"}],\n\"search_results\": [{\"title\": \"2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding\", \"asin\": \"B09ZLJ284H\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"502, Super Glue Professional Liquid, Instant High-Strength Cyanoacrylate Adhesive for Glass, Metal, Plastic Repairing 20g/0.7 Ounce\", \"asin\": \"B08NYZBVRB\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"502 Super Glue Professional Liquid: All-Purpose Superglue, Clear Instant Glue Fast Drying, High-Strength Cyanoacrylate Adhesive for Metal, Rubber, Glass, Plastic, and More, 15g\", \"asin\": \"B0DPZT4GJR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More\", \"asin\": \"B0D182G6HX\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)\", \"asin\": \"B00C32ME6G\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"4 oz. Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay)\", \"asin\": \"B0B8GCY712\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"502 Super Glue,2PCS Universal Super Glue, Instant Quick-Drying Special Glue, Quick Dry Cyanoacrylate Strong Adhesive,Plastic Acrylate Fabric Rubber Sealant Tool\", \"asin\": \"B0CQT6XLNX\", \"price\": \"$2.99\", \"delivery\": \"FREE delivery Apr 29 - May 8 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding\", \"asin\": \"B09ZLJ284H\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Super Glue Gel, .07 oz, 2-Pack, Dries Quickly with a Permanent Hold (AD112)\", \"asin\": \"B0013FSLKC\", \"price\": \"$3.89\", \"delivery\": \"FREE delivery Fri, Apr 11 Only 1 left in stock - order soon.\"},\n{\"title\": \"3 Gram (Pack of 12) Single Use Super Glue Liquid, Super Fast, Thin & Strong Adhesive Superglue, Cyanoacrylate Glue for Hard Plastics, DIY Craft, Ceramics, Leather, Metal Etc\", \"asin\": \"B0DMJJHPQR\", \"price\": \"$5.69\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Super Glue Gel XL, Clear Glue, 25 Gram (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs\", \"asin\": \"B082XGL21J\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"502 Super Glue, Instant Quick Dry Cyanoacrylate Strong Adhesive, Universal Super Glue, Quick Bond Leather Rubber Metal Office Supplies Fast Glue, 40ml\", \"asin\": \"B0CQ7KQ4PK\", \"price\": \"$3.67\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 11 - 16\"},\n{\"title\": \"Super Glue, Clear Glue, Four 3 Gram Tubes (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs\", \"asin\": \"B08QQZ71CV\", \"price\": \"$12.37\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"2 gm Loctite 235495 Super Glue Cyanoacrylate Super Glue Gel\", \"asin\": \"B000ALBZGC\", \"price\": \"$1.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Metal Super Glue Liquid, Clear Instant Cyanoacrylate Adhesive for Metal Repair, All Purpose CA Glue for Shoe Ceramic Repair Plastic Leather Glass Wood Pottery Aquarium Porcelain Fletching Waterproof\", \"asin\": \"B0D7ZR1DP8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Super Glue with Brush & Nozzle Applicator, Clear Glue, 12 Gram (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs\", \"asin\": \"B01LYO4R4I\", \"price\": \"$9.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"502 Super Glue,Instant Quick Dry Cyanoacrylate Strong Adhesive,Universal Super Glue,Quick Dry Cyanoacrylate Strong Adhesive,for Daily Office\", \"asin\": \"B0CQT3RZWX\", \"price\": \"$2.51\", \"delivery\": \"FREE delivery Apr 29 - May 8 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"502 Super Glue,Super Glue,502, Super Glue Professional Liquid for Glass, Metal, Plastic Repairing,502 Glue Adhesive,Strong Quick-Drying Repair,Leather Rubber Wood Metal Strong Bond Liquid Glue\", \"asin\": \"B0DHXFY73N\", \"price\": \"$1.91\", \"delivery\": \"FREE delivery Apr 30 - May 9\"},\n{\"title\": \"502 Super Glue,40ml Super Glue Professional Liquid,Instant Quick Dry Cyanoacrylate Strong Adhesive,Universal Super Glue,Acrylate Fabric Sealant Tool for Quick Bond Leather Rubber Metal Office Supplies\", \"asin\": \"B0DTY12LD6\", \"price\": \"$2.07\", \"delivery\": \"FREE delivery Apr 22 - May 7\"},\n{\"title\": \"502 Super Glue Professional Liquid: All-Purpose Superglue, Clear Instant Glue Fast Drying, High-Strength Cyanoacrylate Adhesive for Metal, Rubber, Glass, Plastic, and More, 15g\", \"asin\": \"B0DPZT4GJR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T03:13:59.261Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T03:13:59.261Z
|
click_product
|
B00C32MHJU
|
rule
|
train
| 1,053 |
2025-04-08T03:13:59.261Z
|
click_product
|
B00C32MHJU
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T03:13:12.736Z", "action": "input", "action_argument": "502 "}
{"timestamp": "2025-04-08T03:13:12.820Z", "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": "502 super glue"}],
"cart_items": [{"title": "VIWIK Reusable Chopsticks 5 Pairs Premium Fiberglass Chop sticks \u2013 Lightweight Non-Slip Design Easy to Clean Dishwasher Safe 9 1/2 Inches \u2013 Gift Set", "asin": "B08R8DHTD5", "price": "$12.99", "quantity": "1"},
{"title": "HOUAGI LED TV Stand for Televisions up to 65 Inchs,Modern Entertainment Center with Storage Drawer and Glass Shelf, TV Console Table for Living Room,Bedroom (Black, 63in)", "asin": "B0BVVWBR7F", "price": "$89.99", "quantity": "1"},
{"title": "HUANUO 63\u2033 Dual Motor L-Shaped Standing Desk, Built-in Power Outlets, Electric Height Adjustable Corner Computer Desk, Large Power Strip Holder, Sit Stand Up Desk with 3 Preset Heights, Black", "asin": "B0CP9GVVKP", "price": "$249.99", "quantity": "1"}],
"promotion_items": [{"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models", "asin": "B00C32MHJU", "price": "$13.99", "quantity": ""},
{"title": "Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding", "asin": "B09ZLJ284H", "price": "$6.89", "quantity": ""},
{"title": "Starbond 4 oz. Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay)", "asin": "B0B8GCY712", "price": "$20.99", "quantity": ""},
{"title": "3 Gram (Pack of 12) Single Use Super Glue Liquid, Super Fast, Thin & Strong Adhesive Superglue, Cyanoacrylate Glue for Hard Plastics, DIY Craft, Ceramics, Leather, Metal Etc", "asin": "B0DMJJHPQR", "price": "$5.69", "quantity": ""},
{"title": "Wood Super Glue Liquid, Clear Instant Cyanoacrylate Adhesive for Wood Crafts Repair Woodworking, All Purpose CA Glue for Shoe Ceramic Plastic Leather Glass Model Metal Pottery Aquarium Porcelain Stone", "asin": "B0D7ZNCCSY", "price": "$6.99", "quantity": ""},
{"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models", "asin": "B00C32MHJU", "price": "$13.99", "quantity": ""},
{"title": "Starbond 4 oz. Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay)", "asin": "B0B8GCY712", "price": "$20.99", "quantity": ""},
{"title": "Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding", "asin": "B09ZLJ284H", "price": "$6.89", "quantity": ""},
{"title": "Starbond Super Glue Remover, Dissolves Adhesive, CA Glue Debonder, Easy Brush Cap Applicator, 2 oz", "asin": "B0797D6NZM", "price": "$13.49", "quantity": ""},
{"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK", "price": "$13.99", "quantity": ""}],
"ads": [{"title": "Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G"},
{"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK"}],
"search_results": [{"title": "2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models", "asin": "B00C32MHJU", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding", "asin": "B09ZLJ284H", "price": "$6.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "502, Super Glue Professional Liquid, Instant High-Strength Cyanoacrylate Adhesive for Glass, Metal, Plastic Repairing 20g/0.7 Ounce", "asin": "B08NYZBVRB", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "502 Super Glue Professional Liquid: All-Purpose Superglue, Clear Instant Glue Fast Drying, High-Strength Cyanoacrylate Adhesive for Metal, Rubber, Glass, Plastic, and More, 15g", "asin": "B0DPZT4GJR", "price": "$9.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More", "asin": "B0D182G6HX", "price": "$5.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G", "price": "$13.99", "delivery": "FREE delivery Mon, Apr 14 for Prime members"},
{"title": "4 oz. Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay)", "asin": "B0B8GCY712", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "502 Super Glue,2PCS Universal Super Glue, Instant Quick-Drying Special Glue, Quick Dry Cyanoacrylate Strong Adhesive,Plastic Acrylate Fabric Rubber Sealant Tool", "asin": "B0CQT6XLNX", "price": "$2.99", "delivery": "FREE delivery Apr 29 - May 8 Or fastest delivery Apr 14 - 17"},
{"title": "2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models", "asin": "B00C32MHJU", "price": "$13.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding", "asin": "B09ZLJ284H", "price": "$6.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Super Glue Gel, .07 oz, 2-Pack, Dries Quickly with a Permanent Hold (AD112)", "asin": "B0013FSLKC", "price": "$3.89", "delivery": "FREE delivery Fri, Apr 11 Only 1 left in stock - order soon."},
{"title": "3 Gram (Pack of 12) Single Use Super Glue Liquid, Super Fast, Thin & Strong Adhesive Superglue, Cyanoacrylate Glue for Hard Plastics, DIY Craft, Ceramics, Leather, Metal Etc", "asin": "B0DMJJHPQR", "price": "$5.69", "delivery": "FREE delivery Thu, Apr 10"},
{"title": "Super Glue Gel XL, Clear Glue, 25 Gram (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs", "asin": "B082XGL21J", "price": "$8.98", "delivery": " Two-Day FREE delivery Wed, Apr 9"},
{"title": "502 Super Glue, Instant Quick Dry Cyanoacrylate Strong Adhesive, Universal Super Glue, Quick Bond Leather Rubber Metal Office Supplies Fast Glue, 40ml", "asin": "B0CQ7KQ4PK", "price": "$3.67", "delivery": "FREE delivery Apr 28 - May 7 Or fastest delivery Apr 11 - 16"},
{"title": "Super Glue, Clear Glue, Four 3 Gram Tubes (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs", "asin": "B08QQZ71CV", "price": "$12.37", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "2 gm Loctite 235495 Super Glue Cyanoacrylate Super Glue Gel", "asin": "B000ALBZGC", "price": "$1.97", "delivery": " Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "Metal Super Glue Liquid, Clear Instant Cyanoacrylate Adhesive for Metal Repair, All Purpose CA Glue for Shoe Ceramic Repair Plastic Leather Glass Wood Pottery Aquarium Porcelain Fletching Waterproof", "asin": "B0D7ZR1DP8", "price": "$6.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 8"},
{"title": "Super Glue with Brush & Nozzle Applicator, Clear Glue, 12 Gram (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs", "asin": "B01LYO4R4I", "price": "$9.89", "delivery": " One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items"},
{"title": "502 Super Glue,Instant Quick Dry Cyanoacrylate Strong Adhesive,Universal Super Glue,Quick Dry Cyanoacrylate Strong Adhesive,for Daily Office", "asin": "B0CQT3RZWX", "price": "$2.51", "delivery": "FREE delivery Apr 29 - May 8 Or fastest delivery Apr 14 - 17"},
{"title": "502 Super Glue,Super Glue,502, Super Glue Professional Liquid for Glass, Metal, Plastic Repairing,502 Glue Adhesive,Strong Quick-Drying Repair,Leather Rubber Wood Metal Strong Bond Liquid Glue", "asin": "B0DHXFY73N", "price": "$1.91", "delivery": "FREE delivery Apr 30 - May 9"},
{"title": "502 Super Glue,40ml Super Glue Professional Liquid,Instant Quick Dry Cyanoacrylate Strong Adhesive,Universal Super Glue,Acrylate Fabric Sealant Tool for Quick Bond Leather Rubber Metal Office Supplies", "asin": "B0DTY12LD6", "price": "$2.07", "delivery": "FREE delivery Apr 22 - May 7"},
{"title": "502 Super Glue Professional Liquid: All-Purpose Superglue, Clear Instant Glue Fast Drying, High-Strength Cyanoacrylate Adhesive for Metal, Rubber, Glass, Plastic, and More, 15g", "asin": "B0DPZT4GJR", "price": "$9.99", "delivery": "FREE delivery Sun, Apr 13 for Prime members"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T03:13:59.261Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-08T03:13:59.261Z\",\"action\": \"click_product\",\"acion_argument\": \"B00C32MHJU\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T03:13:59.261Z\",\"action\": \"click_product\",\"acion_argument\": \"B00C32MHJU\",}</answer>",
"index": 1053,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T03:13:12.736Z\", \"action\": \"input\", \"action_argument\": \"502 \"}\n{\"timestamp\": \"2025-04-08T03:13:12.820Z\", \"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\": \"502 super glue\"}],\n\"cart_items\": [{\"title\": \"VIWIK Reusable Chopsticks 5 Pairs Premium Fiberglass Chop sticks \\u2013 Lightweight Non-Slip Design Easy to Clean Dishwasher Safe 9 1/2 Inches \\u2013 Gift Set\", \"asin\": \"B08R8DHTD5\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"HOUAGI LED TV Stand for Televisions up to 65 Inchs,Modern Entertainment Center with Storage Drawer and Glass Shelf, TV Console Table for Living Room,Bedroom (Black, 63in)\", \"asin\": \"B0BVVWBR7F\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"HUANUO 63\\u2033 Dual Motor L-Shaped Standing Desk, Built-in Power Outlets, Electric Height Adjustable Corner Computer Desk, Large Power Strip Holder, Sit Stand Up Desk with 3 Preset Heights, Black\", \"asin\": \"B0CP9GVVKP\", \"price\": \"$249.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding\", \"asin\": \"B09ZLJ284H\", \"price\": \"$6.89\", \"quantity\": \"\"},\n{\"title\": \"Starbond 4 oz. Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay)\", \"asin\": \"B0B8GCY712\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"3 Gram (Pack of 12) Single Use Super Glue Liquid, Super Fast, Thin & Strong Adhesive Superglue, Cyanoacrylate Glue for Hard Plastics, DIY Craft, Ceramics, Leather, Metal Etc\", \"asin\": \"B0DMJJHPQR\", \"price\": \"$5.69\", \"quantity\": \"\"},\n{\"title\": \"Wood Super Glue Liquid, Clear Instant Cyanoacrylate Adhesive for Wood Crafts Repair Woodworking, All Purpose CA Glue for Shoe Ceramic Plastic Leather Glass Model Metal Pottery Aquarium Porcelain Stone\", \"asin\": \"B0D7ZNCCSY\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 4 oz. Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay)\", \"asin\": \"B0B8GCY712\", \"price\": \"$20.99\", \"quantity\": \"\"},\n{\"title\": \"Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding\", \"asin\": \"B09ZLJ284H\", \"price\": \"$6.89\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Glue Remover, Dissolves Adhesive, CA Glue Debonder, Easy Brush Cap Applicator, 2 oz\", \"asin\": \"B0797D6NZM\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz\", \"asin\": \"B00C32MKLK\", \"price\": \"$13.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)\", \"asin\": \"B00C32ME6G\"},\n{\"title\": \"Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz\", \"asin\": \"B00C32MKLK\"}],\n\"search_results\": [{\"title\": \"2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding\", \"asin\": \"B09ZLJ284H\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"502, Super Glue Professional Liquid, Instant High-Strength Cyanoacrylate Adhesive for Glass, Metal, Plastic Repairing 20g/0.7 Ounce\", \"asin\": \"B08NYZBVRB\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"502 Super Glue Professional Liquid: All-Purpose Superglue, Clear Instant Glue Fast Drying, High-Strength Cyanoacrylate Adhesive for Metal, Rubber, Glass, Plastic, and More, 15g\", \"asin\": \"B0DPZT4GJR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"12 X 3g Super Glue Clear, Strong Adhesive,Super Glue Fast Drying Cyanoacrylate Glue for Wood,Rubber,Leather, Plastic, Metal, Rhinestone Jewelry, DIY Crafts and More\", \"asin\": \"B0D182G6HX\", \"price\": \"$5.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)\", \"asin\": \"B00C32ME6G\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Mon, Apr 14 for Prime members\"},\n{\"title\": \"4 oz. Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay)\", \"asin\": \"B0B8GCY712\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"502 Super Glue,2PCS Universal Super Glue, Instant Quick-Drying Special Glue, Quick Dry Cyanoacrylate Strong Adhesive,Plastic Acrylate Fabric Rubber Sealant Tool\", \"asin\": \"B0CQT6XLNX\", \"price\": \"$2.99\", \"delivery\": \"FREE delivery Apr 29 - May 8 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Super Glue Gel, Instant Adhesive, Multipack Cyanoacrylate Strong Clear Glue for Shoe Sole Repair, Ceramic Plastic Metal Wood Pottery Leather Aquarium Glass Rubber, Strong Bonding\", \"asin\": \"B09ZLJ284H\", \"price\": \"$6.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Super Glue Gel, .07 oz, 2-Pack, Dries Quickly with a Permanent Hold (AD112)\", \"asin\": \"B0013FSLKC\", \"price\": \"$3.89\", \"delivery\": \"FREE delivery Fri, Apr 11 Only 1 left in stock - order soon.\"},\n{\"title\": \"3 Gram (Pack of 12) Single Use Super Glue Liquid, Super Fast, Thin & Strong Adhesive Superglue, Cyanoacrylate Glue for Hard Plastics, DIY Craft, Ceramics, Leather, Metal Etc\", \"asin\": \"B0DMJJHPQR\", \"price\": \"$5.69\", \"delivery\": \"FREE delivery Thu, Apr 10\"},\n{\"title\": \"Super Glue Gel XL, Clear Glue, 25 Gram (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs\", \"asin\": \"B082XGL21J\", \"price\": \"$8.98\", \"delivery\": \" Two-Day FREE delivery Wed, Apr 9\"},\n{\"title\": \"502 Super Glue, Instant Quick Dry Cyanoacrylate Strong Adhesive, Universal Super Glue, Quick Bond Leather Rubber Metal Office Supplies Fast Glue, 40ml\", \"asin\": \"B0CQ7KQ4PK\", \"price\": \"$3.67\", \"delivery\": \"FREE delivery Apr 28 - May 7 Or fastest delivery Apr 11 - 16\"},\n{\"title\": \"Super Glue, Clear Glue, Four 3 Gram Tubes (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs\", \"asin\": \"B08QQZ71CV\", \"price\": \"$12.37\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"2 gm Loctite 235495 Super Glue Cyanoacrylate Super Glue Gel\", \"asin\": \"B000ALBZGC\", \"price\": \"$1.97\", \"delivery\": \" Overnight FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"Metal Super Glue Liquid, Clear Instant Cyanoacrylate Adhesive for Metal Repair, All Purpose CA Glue for Shoe Ceramic Repair Plastic Leather Glass Wood Pottery Aquarium Porcelain Fletching Waterproof\", \"asin\": \"B0D7ZR1DP8\", \"price\": \"$6.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8\"},\n{\"title\": \"Super Glue with Brush & Nozzle Applicator, Clear Glue, 12 Gram (Pack of 1) - All Purpose and Fast Setting for Projects and Repairs\", \"asin\": \"B01LYO4R4I\", \"price\": \"$9.89\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 8 Or FREE delivery Overnight 4 AM - 8 AM on $25 of qualifying items\"},\n{\"title\": \"502 Super Glue,Instant Quick Dry Cyanoacrylate Strong Adhesive,Universal Super Glue,Quick Dry Cyanoacrylate Strong Adhesive,for Daily Office\", \"asin\": \"B0CQT3RZWX\", \"price\": \"$2.51\", \"delivery\": \"FREE delivery Apr 29 - May 8 Or fastest delivery Apr 14 - 17\"},\n{\"title\": \"502 Super Glue,Super Glue,502, Super Glue Professional Liquid for Glass, Metal, Plastic Repairing,502 Glue Adhesive,Strong Quick-Drying Repair,Leather Rubber Wood Metal Strong Bond Liquid Glue\", \"asin\": \"B0DHXFY73N\", \"price\": \"$1.91\", \"delivery\": \"FREE delivery Apr 30 - May 9\"},\n{\"title\": \"502 Super Glue,40ml Super Glue Professional Liquid,Instant Quick Dry Cyanoacrylate Strong Adhesive,Universal Super Glue,Acrylate Fabric Sealant Tool for Quick Bond Leather Rubber Metal Office Supplies\", \"asin\": \"B0DTY12LD6\", \"price\": \"$2.07\", \"delivery\": \"FREE delivery Apr 22 - May 7\"},\n{\"title\": \"502 Super Glue Professional Liquid: All-Purpose Superglue, Clear Instant Glue Fast Drying, High-Strength Cyanoacrylate Adhesive for Metal, Rubber, Glass, Plastic, and More, 15g\", \"asin\": \"B0DPZT4GJR\", \"price\": \"$9.99\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T03:13:59.261Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T03:13:12.736Z\", \"action\": \"input\", \"action_argument\": \"502 \"}\n{\"timestamp\": \"2025-04-08T03:13:12.820Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T03:13:59.261Z\", \"action\": \"click_product\", \"action_argument\": \"B00C32MHJU\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"502 super glue\"}],\n\"cart_items\": [{\"title\": \"VIWIK Reusable Chopsticks 5 Pairs Premium Fiberglass Chop sticks \\u2013 Lightweight Non-Slip Design Easy to Clean Dishwasher Safe 9 1/2 Inches \\u2013 Gift Set\", \"asin\": \"B08R8DHTD5\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"HOUAGI LED TV Stand for Televisions up to 65 Inchs,Modern Entertainment Center with Storage Drawer and Glass Shelf, TV Console Table for Living Room,Bedroom (Black, 63in)\", \"asin\": \"B0BVVWBR7F\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"HUANUO 63\\u2033 Dual Motor L-Shaped Standing Desk, Built-in Power Outlets, Electric Height Adjustable Corner Computer Desk, Large Power Strip Holder, Sit Stand Up Desk with 3 Preset Heights, Black\", \"asin\": \"B0CP9GVVKP\", \"price\": \"$249.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00C32MHJU\"},\n{\"title\": \"Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\"},\n{\"price\": \"$13.99\"},\n{\"bullet_list\": \"\\u2705 PREMIUM SUPER GLUE, SINCE 1988: For over 33 years, Starbond CA glues have been produced in smaller batch productions for product freshness. We take pride in serving industrial-grade cyanoacrylate adhesives with a longer shelf life and more reliable performance. \\u2705 GLUE LIKE A PRO: Starbond medium cyanoacrylate is the go-to adhesive for woodworking bonding applications, quick glue-ups at home, crack repairs in woodturning, 3D-printed PLA, ABS, PETG, and polycarbonate models, and much more! \\u2705 ELEVATE YOUR GLUE GAME: With your success in mind, we partnered with industry experts to produce CA glue tips and tricks video tutorials for you \\u2014 scan the QR code on the backside of the bottle using your phone for pro tips! \\u2705 PRODUCT SPECS: Penetrating abilities of up to 0.006\\\" in size, 150 cps viscosity, has a drying time of 15-20, and a liquid consistency comparable to that of motor oil. Avoid using on low surface energy material such as polyethylene and polypropylene plastics, and silicone. To surface prep hard-to-bond material, use an abrasive to roughen up the mating surface when bonding smooth surfaces! \\u2705 SATISFACTION GUARANTEED: We offer a 30-month Shelf Life Warranty for glues stored under 40\\u00b0F. If you are not satisfied with the performance of our product, we will provide a 100% refund or replacement.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2 ounce\"}],\n\"promotion_items\": [{\"title\": \"Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)\", \"asin\": \"B00C32ME6G\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing\", \"asin\": \"B08778VHKR\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching\", \"asin\": \"B09DFCZ49R\", \"price\": \"$21.29\", \"quantity\": \"\"},\n{\"title\": \"Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz\", \"asin\": \"B00C32MKLK\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay\", \"asin\": \"B0B12L3M3R\", \"price\": \"$39.79\", \"quantity\": \"\"},\n{\"title\": \"60g(2.12 oz) Medium CA Glue Premium Adhesive. All Purpose,Quick Drying Super Glue, ...\", \"asin\": \"B0DBZ73YMR\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Starbond CA Glue Accelerator Instantly Dries Super Glue, 10 oz\", \"asin\": \"B00BUVAZJ4\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Glue Remover, Dissolves Adhesive, CA Glue Debonder, Easy Brush Cap Applicator, 2 oz\", \"asin\": \"B0797D6NZM\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each\", \"asin\": \"B0BFNFRJYC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Premium Grade Cyanoacrylate (CA) Super Glue by Starbond - 16 oz. Complete Refill KIT (453g) - Super Fast Thin Adhesive, Precise Application for Woodturning, CA Finish, Woodworking, Hobby Models, Inlay\", \"asin\": \"B00C32MENO\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"CA Glue with Activator Kit (3x1.75 oz. Thin-Medium-Thick + 16.9 fl.oz.) Cyanoacryla...\", \"asin\": \"B0D1DFSDMW\", \"price\": \"$20.49\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing\", \"asin\": \"B08778VHKR\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz\", \"asin\": \"B00C32MKLK\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay\", \"asin\": \"B0B12L3M3R\", \"price\": \"$39.79\", \"quantity\": \"\"},\n{\"title\": \"Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - Extra Large 8 OZ...\", \"asin\": \"B01LZUN030\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Thin Super Glue, 4.6 oz Super Fast Cyanoacrylate (CA) Glue, Extra Caps and Microtip...\", \"asin\": \"B0DMPF69DH\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"1 Gram (Pack of 24) Single Use Super Glue All Purpose - Superglue - Ca Glue Thick & Strong Adhesive for DIY Craft, Ceramics, Frame, Leather, Metal Etc\", \"asin\": \"B0BP1Y68N3\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"STARBOND 4 oz. Medium CA Glue with 8 oz. Pump Accelerator Bundle - Super Craft Glue for Wood, Plastic, Metal, Leather, Ceramic - Cyanoacrylate Glue for Woodworking, Woodturning, Guitar, Hobby\", \"asin\": \"B09Z36D448\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)\", \"asin\": \"B00C32ME6G\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing\", \"asin\": \"B08778VHKR\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching\", \"asin\": \"B09DFCZ49R\", \"price\": \"$21.29\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\"},\n{\"title\": \"Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay\", \"asin\": \"B0B12L3M3R\", \"price\": \"$39.79\"},\n{\"title\": \"GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each\", \"asin\": \"B0BFNFRJYC\", \"price\": \"$9.99\"},\n{\"title\": \"Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - 56 Grams - Medium Viscosity Adhesive for Plastic, Wood & DIY Crafts\\u2026\", \"asin\": \"B01MDNS8QB\", \"price\": \"$13.99\"},\n{\"title\": \"Starbond 2 oz. Dark Brown Medium-Thick Premium CA Glue, 6 oz. Aerosol Accelerator Bundle, Cyanoacrylate Adhesive Super Glues for Woodworking, Wood Knots and Voids, Woodturning, Guitar, Hobby\", \"asin\": \"B0B49F214F\", \"price\": \"$34.99\"},\n{\"title\": \"Pen Kit Mall - Stick Fast 4.5 oz CA Glue - Great for Woodworking OR CA Finish (4.5 OZ Medium)\", \"asin\": \"B0CQ1BQH9P\", \"price\": \"$16.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T03:14:08.165Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-08T03:14:08.165Z
|
purchase
|
B00C32MHJU
|
rule
|
train
| 1,054 |
2025-04-08T03:14:08.165Z
|
purchase
|
B00C32MHJU
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-08T03:13:12.736Z", "action": "input", "action_argument": "502 "}
{"timestamp": "2025-04-08T03:13:12.820Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-08T03:13:59.261Z", "action": "click_product", "action_argument": "B00C32MHJU"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "502 super glue"}],
"cart_items": [{"title": "VIWIK Reusable Chopsticks 5 Pairs Premium Fiberglass Chop sticks \u2013 Lightweight Non-Slip Design Easy to Clean Dishwasher Safe 9 1/2 Inches \u2013 Gift Set", "asin": "B08R8DHTD5", "price": "$12.99", "quantity": "1"},
{"title": "HOUAGI LED TV Stand for Televisions up to 65 Inchs,Modern Entertainment Center with Storage Drawer and Glass Shelf, TV Console Table for Living Room,Bedroom (Black, 63in)", "asin": "B0BVVWBR7F", "price": "$89.99", "quantity": "1"},
{"title": "HUANUO 63\u2033 Dual Motor L-Shaped Standing Desk, Built-in Power Outlets, Electric Height Adjustable Corner Computer Desk, Large Power Strip Holder, Sit Stand Up Desk with 3 Preset Heights, Black", "asin": "B0CP9GVVKP", "price": "$249.99", "quantity": "1"}],
"product_details": [{"asin": "B00C32MHJU"},
{"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models"},
{"price": "$13.99"},
{"bullet_list": "\u2705 PREMIUM SUPER GLUE, SINCE 1988: For over 33 years, Starbond CA glues have been produced in smaller batch productions for product freshness. We take pride in serving industrial-grade cyanoacrylate adhesives with a longer shelf life and more reliable performance. \u2705 GLUE LIKE A PRO: Starbond medium cyanoacrylate is the go-to adhesive for woodworking bonding applications, quick glue-ups at home, crack repairs in woodturning, 3D-printed PLA, ABS, PETG, and polycarbonate models, and much more! \u2705 ELEVATE YOUR GLUE GAME: With your success in mind, we partnered with industry experts to produce CA glue tips and tricks video tutorials for you \u2014 scan the QR code on the backside of the bottle using your phone for pro tips! \u2705 PRODUCT SPECS: Penetrating abilities of up to 0.006\" in size, 150 cps viscosity, has a drying time of 15-20, and a liquid consistency comparable to that of motor oil. Avoid using on low surface energy material such as polyethylene and polypropylene plastics, and silicone. To surface prep hard-to-bond material, use an abrasive to roughen up the mating surface when bonding smooth surfaces! \u2705 SATISFACTION GUARANTEED: We offer a 30-month Shelf Life Warranty for glues stored under 40\u00b0F. If you are not satisfied with the performance of our product, we will provide a 100% refund or replacement."}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "2 ounce"}],
"promotion_items": [{"title": "Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G", "price": "$13.99", "quantity": ""},
{"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
{"title": "Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching", "asin": "B09DFCZ49R", "price": "$21.29", "quantity": ""},
{"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK", "price": "$13.99", "quantity": ""},
{"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79", "quantity": ""},
{"title": "60g(2.12 oz) Medium CA Glue Premium Adhesive. All Purpose,Quick Drying Super Glue, ...", "asin": "B0DBZ73YMR", "price": "$8.49", "quantity": ""},
{"title": "Starbond CA Glue Accelerator Instantly Dries Super Glue, 10 oz", "asin": "B00BUVAZJ4", "price": "$19.49", "quantity": ""},
{"title": "Starbond Super Glue Remover, Dissolves Adhesive, CA Glue Debonder, Easy Brush Cap Applicator, 2 oz", "asin": "B0797D6NZM", "price": "$13.49", "quantity": ""},
{"title": "GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each", "asin": "B0BFNFRJYC", "price": "$9.99", "quantity": ""},
{"title": "Premium Grade Cyanoacrylate (CA) Super Glue by Starbond - 16 oz. Complete Refill KIT (453g) - Super Fast Thin Adhesive, Precise Application for Woodturning, CA Finish, Woodworking, Hobby Models, Inlay", "asin": "B00C32MENO", "price": "$59.99", "quantity": ""},
{"title": "CA Glue with Activator Kit (3x1.75 oz. Thin-Medium-Thick + 16.9 fl.oz.) Cyanoacryla...", "asin": "B0D1DFSDMW", "price": "$20.49", "quantity": ""},
{"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
{"title": "Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz", "asin": "B00C32MKLK", "price": "$13.99", "quantity": ""},
{"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79", "quantity": ""},
{"title": "Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - Extra Large 8 OZ...", "asin": "B01LZUN030", "price": "$35.99", "quantity": ""},
{"title": "Thin Super Glue, 4.6 oz Super Fast Cyanoacrylate (CA) Glue, Extra Caps and Microtip...", "asin": "B0DMPF69DH", "price": "$16.99", "quantity": ""},
{"title": "1 Gram (Pack of 24) Single Use Super Glue All Purpose - Superglue - Ca Glue Thick & Strong Adhesive for DIY Craft, Ceramics, Frame, Leather, Metal Etc", "asin": "B0BP1Y68N3", "price": "$11.99", "quantity": ""},
{"title": "STARBOND 4 oz. Medium CA Glue with 8 oz. Pump Accelerator Bundle - Super Craft Glue for Wood, Plastic, Metal, Leather, Ceramic - Cyanoacrylate Glue for Woodworking, Woodturning, Guitar, Hobby", "asin": "B09Z36D448", "price": "$45.00", "quantity": ""},
{"title": "Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)", "asin": "B00C32ME6G", "price": "$13.99", "quantity": ""},
{"title": "Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing", "asin": "B08778VHKR", "price": "$47.99", "quantity": ""},
{"title": "Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching", "asin": "B09DFCZ49R", "price": "$21.29", "quantity": ""}],
"comparison_items": [{"title": "Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models", "asin": "B00C32MHJU", "price": "$13.99"},
{"title": "Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay", "asin": "B0B12L3M3R", "price": "$39.79"},
{"title": "GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each", "asin": "B0BFNFRJYC", "price": "$9.99"},
{"title": "Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - 56 Grams - Medium Viscosity Adhesive for Plastic, Wood & DIY Crafts\u2026", "asin": "B01MDNS8QB", "price": "$13.99"},
{"title": "Starbond 2 oz. Dark Brown Medium-Thick Premium CA Glue, 6 oz. Aerosol Accelerator Bundle, Cyanoacrylate Adhesive Super Glues for Woodworking, Wood Knots and Voids, Woodturning, Guitar, Hobby", "asin": "B0B49F214F", "price": "$34.99"},
{"title": "Pen Kit Mall - Stick Fast 4.5 oz CA Glue - Great for Woodworking OR CA Finish (4.5 OZ Medium)", "asin": "B0CQ1BQH9P", "price": "$16.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-08T03:14:08.165Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-08T03:14:08.165Z\",\"action\": \"purchase\",\"acion_argument\": \"B00C32MHJU\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-08T03:14:08.165Z\",\"action\": \"purchase\",\"acion_argument\": \"B00C32MHJU\",}</answer>",
"index": 1054,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-08T03:13:12.736Z\", \"action\": \"input\", \"action_argument\": \"502 \"}\n{\"timestamp\": \"2025-04-08T03:13:12.820Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-08T03:13:59.261Z\", \"action\": \"click_product\", \"action_argument\": \"B00C32MHJU\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"502 super glue\"}],\n\"cart_items\": [{\"title\": \"VIWIK Reusable Chopsticks 5 Pairs Premium Fiberglass Chop sticks \\u2013 Lightweight Non-Slip Design Easy to Clean Dishwasher Safe 9 1/2 Inches \\u2013 Gift Set\", \"asin\": \"B08R8DHTD5\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"HOUAGI LED TV Stand for Televisions up to 65 Inchs,Modern Entertainment Center with Storage Drawer and Glass Shelf, TV Console Table for Living Room,Bedroom (Black, 63in)\", \"asin\": \"B0BVVWBR7F\", \"price\": \"$89.99\", \"quantity\": \"1\"},\n{\"title\": \"HUANUO 63\\u2033 Dual Motor L-Shaped Standing Desk, Built-in Power Outlets, Electric Height Adjustable Corner Computer Desk, Large Power Strip Holder, Sit Stand Up Desk with 3 Preset Heights, Black\", \"asin\": \"B0CP9GVVKP\", \"price\": \"$249.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00C32MHJU\"},\n{\"title\": \"Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\"},\n{\"price\": \"$13.99\"},\n{\"bullet_list\": \"\\u2705 PREMIUM SUPER GLUE, SINCE 1988: For over 33 years, Starbond CA glues have been produced in smaller batch productions for product freshness. We take pride in serving industrial-grade cyanoacrylate adhesives with a longer shelf life and more reliable performance. \\u2705 GLUE LIKE A PRO: Starbond medium cyanoacrylate is the go-to adhesive for woodworking bonding applications, quick glue-ups at home, crack repairs in woodturning, 3D-printed PLA, ABS, PETG, and polycarbonate models, and much more! \\u2705 ELEVATE YOUR GLUE GAME: With your success in mind, we partnered with industry experts to produce CA glue tips and tricks video tutorials for you \\u2014 scan the QR code on the backside of the bottle using your phone for pro tips! \\u2705 PRODUCT SPECS: Penetrating abilities of up to 0.006\\\" in size, 150 cps viscosity, has a drying time of 15-20, and a liquid consistency comparable to that of motor oil. Avoid using on low surface energy material such as polyethylene and polypropylene plastics, and silicone. To surface prep hard-to-bond material, use an abrasive to roughen up the mating surface when bonding smooth surfaces! \\u2705 SATISFACTION GUARANTEED: We offer a 30-month Shelf Life Warranty for glues stored under 40\\u00b0F. If you are not satisfied with the performance of our product, we will provide a 100% refund or replacement.\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"2 ounce\"}],\n\"promotion_items\": [{\"title\": \"Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)\", \"asin\": \"B00C32ME6G\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing\", \"asin\": \"B08778VHKR\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching\", \"asin\": \"B09DFCZ49R\", \"price\": \"$21.29\", \"quantity\": \"\"},\n{\"title\": \"Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz\", \"asin\": \"B00C32MKLK\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay\", \"asin\": \"B0B12L3M3R\", \"price\": \"$39.79\", \"quantity\": \"\"},\n{\"title\": \"60g(2.12 oz) Medium CA Glue Premium Adhesive. All Purpose,Quick Drying Super Glue, ...\", \"asin\": \"B0DBZ73YMR\", \"price\": \"$8.49\", \"quantity\": \"\"},\n{\"title\": \"Starbond CA Glue Accelerator Instantly Dries Super Glue, 10 oz\", \"asin\": \"B00BUVAZJ4\", \"price\": \"$19.49\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Glue Remover, Dissolves Adhesive, CA Glue Debonder, Easy Brush Cap Applicator, 2 oz\", \"asin\": \"B0797D6NZM\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each\", \"asin\": \"B0BFNFRJYC\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Premium Grade Cyanoacrylate (CA) Super Glue by Starbond - 16 oz. Complete Refill KIT (453g) - Super Fast Thin Adhesive, Precise Application for Woodturning, CA Finish, Woodworking, Hobby Models, Inlay\", \"asin\": \"B00C32MENO\", \"price\": \"$59.99\", \"quantity\": \"\"},\n{\"title\": \"CA Glue with Activator Kit (3x1.75 oz. Thin-Medium-Thick + 16.9 fl.oz.) Cyanoacryla...\", \"asin\": \"B0D1DFSDMW\", \"price\": \"$20.49\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing\", \"asin\": \"B08778VHKR\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond Premium Grade Cyanoacrylate (CA) Super Glue, Gap Filler Thick 2000 CPS Viscosity Adhesive for Carpentry, Woodworking, Hobby Models, Archery Fletching 2 oz\", \"asin\": \"B00C32MKLK\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay\", \"asin\": \"B0B12L3M3R\", \"price\": \"$39.79\", \"quantity\": \"\"},\n{\"title\": \"Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - Extra Large 8 OZ...\", \"asin\": \"B01LZUN030\", \"price\": \"$35.99\", \"quantity\": \"\"},\n{\"title\": \"Thin Super Glue, 4.6 oz Super Fast Cyanoacrylate (CA) Glue, Extra Caps and Microtip...\", \"asin\": \"B0DMPF69DH\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"1 Gram (Pack of 24) Single Use Super Glue All Purpose - Superglue - Ca Glue Thick & Strong Adhesive for DIY Craft, Ceramics, Frame, Leather, Metal Etc\", \"asin\": \"B0BP1Y68N3\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"STARBOND 4 oz. Medium CA Glue with 8 oz. Pump Accelerator Bundle - Super Craft Glue for Wood, Plastic, Metal, Leather, Ceramic - Cyanoacrylate Glue for Woodworking, Woodturning, Guitar, Hobby\", \"asin\": \"B09Z36D448\", \"price\": \"$45.00\", \"quantity\": \"\"},\n{\"title\": \"Starbond Super Fast Thin, Premium Instant CA (Cyanoacrylate Adhesive) Super Glue Plus Extra Cap and Microtips, (for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay) (2 Ounce)\", \"asin\": \"B00C32ME6G\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thin Medium Thick CA Glue with 6 oz Activator Bundle, Premium Cyanoacrylate Super Glue for Quick Fix, Woodworking, Woodturning, Hobby Models, 3D Printing\", \"asin\": \"B08778VHKR\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Starbond 2 oz Thick CA Glue with 6 oz Aerosol Activator Bundle Premium Cyanoacrylate Super Glue for Mitre Joint Bonding, Woodworking, Carpentry, Archery Fletching\", \"asin\": \"B09DFCZ49R\", \"price\": \"$21.29\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Starbond 2 oz. Medium CA Glue (Premium Cyanoacrylate Super Glue) with Extra Cap and Microtips for Quick Fix, Woodworking, Woodturning, Hobby Models\", \"asin\": \"B00C32MHJU\", \"price\": \"$13.99\"},\n{\"title\": \"Starbond Super Fast Thin CA Glue (4 oz) and Aerosol Accelerator (6 oz) Bundle with Activator Bundle, for Woodturning, Pen Turning, Hobby, Stabilizing, Finish, Inlay\", \"asin\": \"B0B12L3M3R\", \"price\": \"$39.79\"},\n{\"title\": \"GH1200 57 Grams (2 oz) 100/1500 CPS (Thin/Thick) Super Glue All Purpose with Anti Clog Cap. Ca Glue - Adhesive SuperGlue. Cyanoacrylate Glue for Hard Plastics, DIY Craft, Metal 1 Oz Each\", \"asin\": \"B0BFNFRJYC\", \"price\": \"$9.99\"},\n{\"title\": \"Professional Grade Cyanoacrylate (CA) Super Glue by GLUE MASTERS - 56 Grams - Medium Viscosity Adhesive for Plastic, Wood & DIY Crafts\\u2026\", \"asin\": \"B01MDNS8QB\", \"price\": \"$13.99\"},\n{\"title\": \"Starbond 2 oz. Dark Brown Medium-Thick Premium CA Glue, 6 oz. Aerosol Accelerator Bundle, Cyanoacrylate Adhesive Super Glues for Woodworking, Wood Knots and Voids, Woodturning, Guitar, Hobby\", \"asin\": \"B0B49F214F\", \"price\": \"$34.99\"},\n{\"title\": \"Pen Kit Mall - Stick Fast 4.5 oz CA Glue - Great for Woodworking OR CA Finish (4.5 OZ Medium)\", \"asin\": \"B0CQ1BQH9P\", \"price\": \"$16.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-08T03:14:08.165Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:34:38.098Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:34:38.098Z
|
input
|
vita
|
rule
|
train
| 1,055 |
2025-04-10T21:34:38.098Z
|
input
|
vita
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:34:38.098Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-10T21:34:38.098Z\",\"action\": \"input\",\"acion_argument\": \"vita\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:34:38.098Z\",\"action\": \"input\",\"acion_argument\": \"vita\",}</answer>",
"index": 1055,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:34:38.098Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vita\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:34:38.228Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:34:38.228Z
|
click
|
suggested_term
|
rule
|
train
| 1,056 |
2025-04-10T21:34:38.228Z
|
click
|
suggested_term
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:34:38.098Z", "action": "input", "action_argument": "vita"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "vita"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:34:38.228Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-10T21:34:38.228Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:34:38.228Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 1056,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vita\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:34:38.228Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"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\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07JH4R881\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\\nVitamin C275 Count (Pack of 1)\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\"},\n{\"title\": \"Emergen-C Immune+ Triple Action Immune Support Powder, BetaVia (R), 1000mg Vitamin C, B Vitamins, Vitamin D and Antioxidants, Raspberry \\u2013 30 Count\", \"asin\": \"B00ND99HY0\"},\n{\"title\": \"Emergen-C Kidz Crystals, On-the-Go Emergen-C Immune Support Supplement with Vitamin C, B Vitamins, Zinc and Manganese, Sparkly Strawberry - 56 Stick Packs\", \"asin\": \"B0BTMDYHJ3\"}],\n\"search_results\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"TruSkin Vitamin C Serum For Face \\u2013 Anti Aging Formula with Vitamin C, Hyaluronic Acid, Vitamin E \\u2013 Brightening Serum \\u2013 Improve Appearance of Dark Spots, Tone, Fine Lines & Wrinkles, 1 Fl Oz\", \"asin\": \"B01M4MCUAF\", \"price\": \"$21.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B0000DJASY\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C + Rose Hips, Immune Support, 1000mg, Coated Caplets, 100 Ct\", \"asin\": \"B0019GE9HE\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Maximum Strength Dosage Vitamin C 1000mg per Serving, Immune Support Vitamin C Gummies for Adults, 80 Vitamin C Gummies, 20 Day Supply\", \"asin\": \"B0CBVWPPR9\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 250 mg per serving, Dietary Supplement for Immune Support, 150 Gummies, 75 Day Supply\", \"asin\": \"B00IOBAK02\", \"price\": \"$7.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B018EAPQ38\", \"price\": \"$7.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Wellblends ImmuneMAX Gummies, Vitamin C 1000mg + Zinc, Selenium, & Vitamin D3 5000 IU, Immune Support Supplement, 42 Gummies\", \"asin\": \"B09RQYP87P\", \"price\": \"$11.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\", \"price\": \"$33.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vitafusion Power C Vitamin C Gummies for Immune Support, Orange Flavored, 282 mg Vitamin C, America\\u2019s Number 1 Gummy Vitamin Brand, 50 Day Supply, 150 Count\", \"asin\": \"B003FW4UME\", \"price\": \"$9.48\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"THORNE Vitamin C - Blend of Vitamin C and Citrus Bioflavonoids from Oranges - Support Immune System, Production of Cellular Energy, Collagen Production and Healthy Tissue* - Gluten-Free - 90 Capsules\", \"asin\": \"B09FYFM7N3\", \"price\": \"$21.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature\\u2019s Bounty Vitamin C, Supports a Healthy Immune System, Vitamin Supplement, 500mg, 250 Tablets\", \"asin\": \"B000GG87V2\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with Rose Hips, Sustained Release, Antioxidant Protection*, 250 Tablets\", \"asin\": \"B0013P1GD6\", \"price\": \"$10.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 1000 mg, 90 Tablets - Antioxidant & Immune Support, Overall Health, Healthy Skin & Joints - Bioflavonoids Supplement - Non-GMO, Vegan, Gluten Free, Kosher - 90 Servings\", \"asin\": \"B000Z8WY3I\", \"price\": \"$11.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"SIGNIFY NATURE Vitamin C 1000mg Effervescent Tablets - Potent Immune Support VIT C with Zinc Supplement - Sugar-Free & Vegan Formula | Dissolvable Vitamin C Tablets - Water Soluble Fizzy Elixir - 80CT\", \"asin\": \"B08KRKS47Y\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Nature Made Hair Growth Softgels with Lustriva, Biotin, Vitamin C & A, Support Healthy Hair as You Age, 30 Softgels, 30 Day Supply\", \"asin\": \"B0DVBKH321\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nature's Bounty Immune 24 Hour +, The only Vitamin C with 24 Hour Immune Support from Ester C, Rapid Release Softgels, 50 Count\", \"asin\": \"B08KHZQTML\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NutriFlair Liposomal Vitamin C, 180 Capsules - High Absorption, Fat Soluble VIT C, Antioxidant Supplement, Higher Bioavailability Immune System Support & Collagen Booster, Non-GMO, Vegan Pills\", \"asin\": \"B07DH1ZJZ9\", \"price\": \"$20.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutricost Vitamin C with Rose HIPS 1025mg, 240 Capsules - Vitamin C 1,000mg, Rose HIPS 25mg, Premium, Non-GMO, Gluten Free Supplement\", \"asin\": \"B074GCB1ND\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitamin C\", \"asin\": \"B086Z3CDWF\", \"price\": \"$7.00\", \"delivery\": \" FREE delivery\"},\n{\"title\": \"Amazon Basics Vitamin C 250 mg Gummies, Orange, 150 Count (2 per Serving), Immune Health (Previously Solimo)\", \"asin\": \"B07BBMND7W\", \"price\": \"$9.81\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NatureWise Vitamin C 1000mg Capsules - Extra Strength Dietary Supplement for Daily Immune Support & Collagen Synthesis - Vegan, Non-GMO, Gluten Free - 120 Count[4-Month Supply]\", \"asin\": \"B0DB3MDK8B\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Chewable Vitamin C 500 mg, Dietary Supplement for Immune Support, 150 Tablets, 150 Day Supply\", \"asin\": \"B018EAP21O\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Vitamin C 500 mg per serving, Dietary Supplement for Immune Support, 60 Gummies, 30 Day Supply\", \"asin\": \"B08FNSB7YN\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Elements Vitamin C 1000mg, Supports Healthy Immune System, Vegan, 300 Tablets, 10 month supply\", \"asin\": \"B07122C9VC\", \"price\": \"$15.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg with Rose Hips, Dietary Supplement for Immune Support, 130 Caplets, 130 Day Supply\", \"asin\": \"B0000DJAVX\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutrivein Premium Liposomal Vitamin C Supplement 1650mg - 180 Caps: High-Absorption Vitamin C Capsules for Whole-Body Defenses & Overall Well-Being\", \"asin\": \"B07K8QLGHN\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"365 Everyday Value, Vitamin C 1000mg, 250 ct\", \"asin\": \"B074MFYHTF\", \"price\": \"$17.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"PURE SYNERGY Pure Radiance C | Organic Vitamin C Capsules | 100% Natural, Whole Food, Non-GMO Supplement with Camu Camu Extract | for Immune and Collagen Support (90 Capsules)\", \"asin\": \"B008HFOLXW\", \"price\": \"$32.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Immune Support Vitamin C 2000 mg - 200 Tablets - with Zinc, Elderberry, Rose Hip, Echinacea - Boosts Immune System- Made in USA\", \"asin\": \"B087JYZWFK\", \"price\": \"$28.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ester-C American Health with Citrus Bioflavonoids Capsules (3 Pack) - 24-Hour Immune Support, Gentle On Stomach, Non-Acidic Vitamin C - Non-GMO, Gluten-Free - 1000 mg, 90 Count\", \"asin\": \"B072KCDJJP\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 1000mg | 300 Vegetarian Caplets | Ascorbic Acid with Wild Rose HIPS | High Strength Formula | Non-GMO and Gluten Free Supplement\", \"asin\": \"B08BJ84WHK\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 2000mg | with Rose HIPS | 150 Caplets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B09MSQ97SB\", \"price\": \"$14.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Super C with Vitamin D3 and Zinc, Dietary Supplement for Immune Support, 60 Tablets, 60 Day Supply\", \"asin\": \"B07Q3SWL3X\", \"price\": \"$8.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Zero Sugar Vitamin C Gummies 250 mg per Serving, Immune & Antioxidant Support, Aspartame Free, 100 Sugar Free Gummies, 50 Day Supply\", \"asin\": \"B0CTNXHXM4\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with 100 mg of Bioflavonoids, Antioxidant Protection*, 250 Veg Capsules\", \"asin\": \"B0013OUNK4\", \"price\": \"$18.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 60 Softgels, 60 Day Supply\", \"asin\": \"B00I689DHY\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wholesome Wellness Liposomal Vitamin C Capsules (200 Pills 1500mg Buffered) High Absorption, Immune System & Collagen Booster, High Dose Fat Soluble Immunity Support Ascorbic Acid, Natural Vegan\", \"asin\": \"B086GK9SWD\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 500 mg, 250 Vegetable Capsules - Antioxidant & Immune Support - Overall Health - Supports Healthy Skin & Joints - Non-GMO, Vegan, Gluten Free, Kosher - 250 Servings\", \"asin\": \"B0011FUSGY\", \"price\": \"$21.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pure Encapsulations Ascorbic Acid Capsules - 1,000 mg Vitamin C - Antioxidant & Immune Support* - High-Potency Vitamin C - Vegan & Non-GMO - 90 Capsules\", \"asin\": \"B000GX7E8W\", \"price\": \"$21.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C \\u2013 1,000 mg Vitamin C & 1,000 mg Essential Phospholipids Per Packet \\u2013 Liposome Encapsulated for Improved Absorption \\u2013 Non\\u2013GMO(2 Cartons,60 Packets)\", \"asin\": \"B0089EYWEE\", \"price\": \"$85.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C, 1000 mg Vitamin C & 1000 mg Essential Phospholipids Per Packet, Liposome Encapsulated for Improved Absorption, 100% Non\\u2013GMO, 1 Carton, 0.2 Fl Oz (Pack of 30)\", \"asin\": \"B01AE60A3G\", \"price\": \"$42.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Liposomal Vitamin C Capsules - 1500mg - Made with Organic Acerola Cherries & Camu Camu, High Potency Vitamin C Liposomal - Immune Support Supplement, Enhanced Absorption & Bioavailability - 180 count\", \"asin\": \"B086D3TN83\", \"price\": \"$23.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitafusion Extra Strength Power C Gummy Vitamins, Tropical Citrus Flavored Immune Support (1) Vitamins, 92 Count\", \"asin\": \"B08WBN1THJ\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Horb\\u00e4ach Vitamin C 1000mg | 250 Capsules | with Bioflavonoids and Rose HIPS | Non-GMO, Gluten Free Supplement | High Strength Formula\", \"asin\": \"B08BJ83XPQ\", \"price\": \"$16.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 1000 mg Time Release Tablets with Rose Hips, 60 Count to Help Support the Immune System\", \"asin\": \"B000YN3LMC\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Bronson Vitamin C 500 MG Supports a Healthy Immune System & Antioxidant Protection, Non-GMO, 250 Vegetarian Tablets\", \"asin\": \"B0CJ1294X7\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Doctor's Best Vitamin C with Q-C - Vitamin C 1000mg Non-GMO, Vegan, Gluten Free, Soy Free, Sourced from Scotland Veggie Caps, 120 Count\", \"asin\": \"B005CD3J4O\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 750mg Vitamin C Gummies for Adults, Immune Support Gummies, Gluten Free, Strawberry, Lemon and Blueberry Flavors - 45 Count\", \"asin\": \"B07NWD6S3F\", \"price\": \"$13.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Vitamin C 1000 mg with Rose Hips 5mg, 90 tablets (1 per serving), Gluten Free\", \"asin\": \"B09T5QT7TG\", \"price\": \"$6.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 1000mg Vitamin C with Vitamin D & Zinc, Multivitamin Immune Support Supplement, Antioxidants Vitamins A C & Vitamin E, 116 Chewable Tablets, Citrus Flavor\", \"asin\": \"B0096YTCFK\", \"price\": \"$20.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"NOW Supplements, Liposomal Vitamin C, Immune & Collagen Support, 120 Veg Capsules\", \"asin\": \"B0BV8BM7LX\", \"price\": \"$17.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Life Extension Vitamin C & Bio-Quercetin Phytosome \\u2013 Vitamin C Plus Ultra-Absorbable Quercetin for Immune Support \\u2013 Gluten-Free, Non-GMO, Vegetarian \\u2013 250 Vegetarian Tablets\", \"asin\": \"B07KVX6B5N\", \"price\": \"$21.68\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C Chewables | 1000mg | 180 Tablets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B094K2XS45\", \"price\": \"$15.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Supplements for Immune Support, Caffeine Free Fizzy Drink Mix, Raspberry Flavor - 30 Count/1 Month Supply\", \"asin\": \"B0009RF8KG\", \"price\": \"$12.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:07.486Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:36:07.486Z
|
click_product
|
B08FNG91XM
|
rule
|
train
| 1,057 |
2025-04-10T21:36:07.486Z
|
click_product
|
B08FNG91XM
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:34:38.098Z", "action": "input", "action_argument": "vita"}
{"timestamp": "2025-04-10T21:34:38.228Z", "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": "vitamin c"}],
"cart_items": [{"title": "AI Engineering: Building Applications with Foundation Models", "asin": "1098166302", "price": "$57.74", "quantity": "1"},
{"title": "Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets", "asin": "B07RWN8N9H", "price": "$7.45", "quantity": "1"},
{"title": "LLM Engineer's Handbook: Master the art of engineering large language models from concept to production", "asin": "1836200072", "price": "$39.27", "quantity": "1"},
{"title": "Build a Large Language Model (From Scratch)", "asin": "1633437167", "price": "$47.37", "quantity": "1"},
{"title": "Nexus: A Brief History of Information Networks from the Stone Age to AI", "asin": "059373422X", "price": "$21.71", "quantity": "1"},
{"title": "Butter: A Novel of Food and Murder", "asin": "0063236419", "price": "$15.99", "quantity": "1"},
{"title": "Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\" x 3.3\" x 1\", Black", "asin": "B07S268HGD", "price": "$8.46", "quantity": "1"},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": "1"},
{"title": "The Global War on Tobacco: Mapping the World's First Public Health Treaty", "asin": "1421416832", "price": "$38.36", "quantity": "1"},
{"title": "Allen Carr's Easy Way To Stop Smoking", "asin": "0615482155", "price": "$12.51", "quantity": "1"},
{"title": "JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)", "asin": "B0C89STMFK", "price": "$24.99", "quantity": "1"},
{"title": "Go! More Than a Game: Revised Edition", "asin": "080483475X", "price": "$10.69", "quantity": "1"},
{"title": "Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI", "asin": "0593377370", "price": "$9.89", "quantity": "1"},
{"title": "For Profit: A History of Corporations", "asin": "1541601572", "price": "$13.58", "quantity": "1"}],
"promotion_items": [{"title": "Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\nVitamin C300 Count (Pack of 1)", "asin": "B08YS4ZRTL", "price": "$17.74", "quantity": ""},
{"title": "Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\nVitamin C63 Count (Pack of 2)", "asin": "B08G9JLJ1Y", "price": "$33.39", "quantity": ""},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\nVitamin C0.32 Ounce (Pack of 60)", "asin": "B07CNQ6TTN", "price": "$30.86", "quantity": ""},
{"title": "Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\nVitamin C60 Count (Pack of 1)", "asin": "B0CXZR884Z", "price": "$9.80", "quantity": ""},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\n240 Count (Pack of 1)", "asin": "B086PL2D5R", "price": "$22.95", "quantity": ""},
{"title": "", "asin": "B07JH4R881", "price": "", "quantity": ""},
{"title": "Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\nVitamin C300 Count (Pack of 1)", "asin": "B08YS4ZRTL", "price": "$17.74", "quantity": ""},
{"title": "Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\nVitamin C63 Count (Pack of 2)", "asin": "B08G9JLJ1Y", "price": "$33.39", "quantity": ""},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\nVitamin C0.32 Ounce (Pack of 60)", "asin": "B07CNQ6TTN", "price": "$30.86", "quantity": ""},
{"title": "Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\nVitamin C60 Count (Pack of 1)", "asin": "B0CXZR884Z", "price": "$9.80", "quantity": ""},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\n240 Count (Pack of 1)", "asin": "B086PL2D5R", "price": "$22.95", "quantity": ""},
{"title": "SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\nVitamin C275 Count (Pack of 1)", "asin": "B07JH4R881", "price": "$35.27", "quantity": ""}],
"ads": [{"title": "Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply", "asin": "B0CF5Z1G6J"},
{"title": "Emergen-C Immune+ Triple Action Immune Support Powder, BetaVia (R), 1000mg Vitamin C, B Vitamins, Vitamin D and Antioxidants, Raspberry \u2013 30 Count", "asin": "B00ND99HY0"},
{"title": "Emergen-C Kidz Crystals, On-the-Go Emergen-C Immune Support Supplement with Vitamin C, B Vitamins, Zinc and Manganese, Sparkly Strawberry - 56 Stick Packs", "asin": "B0BTMDYHJ3"}],
"search_results": [{"title": "Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets", "asin": "B08YS4ZRTL", "price": "$17.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor", "asin": "B08G9JLJ1Y", "price": "$33.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply", "asin": "B07CNQ6TTN", "price": "$30.86", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "TruSkin Vitamin C Serum For Face \u2013 Anti Aging Formula with Vitamin C, Hyaluronic Acid, Vitamin E \u2013 Brightening Serum \u2013 Improve Appearance of Dark Spots, Tone, Fine Lines & Wrinkles, 1 Fl Oz", "asin": "B01M4MCUAF", "price": "$21.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)", "asin": "B086PL2D5R", "price": "$22.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply", "asin": "B0000DJASY", "price": "$9.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature's Bounty Vitamin C + Rose Hips, Immune Support, 1000mg, Coated Caplets, 100 Ct", "asin": "B0019GE9HE", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply", "asin": "B08FNG91XM", "price": "$7.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Maximum Strength Dosage Vitamin C 1000mg per Serving, Immune Support Vitamin C Gummies for Adults, 80 Vitamin C Gummies, 20 Day Supply", "asin": "B0CBVWPPR9", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 250 mg per serving, Dietary Supplement for Immune Support, 150 Gummies, 75 Day Supply", "asin": "B00IOBAK02", "price": "$7.85", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply", "asin": "B018EAPQ38", "price": "$7.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy", "asin": "B0CXZR884Z", "price": "$9.80", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Wellblends ImmuneMAX Gummies, Vitamin C 1000mg + Zinc, Selenium, & Vitamin D3 5000 IU, Immune Support Supplement, 42 Gummies", "asin": "B09RQYP87P", "price": "$11.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply", "asin": "B0CF5Z1G6J", "price": "$33.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps", "asin": "B07JH4R881", "price": "$35.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Vitafusion Power C Vitamin C Gummies for Immune Support, Orange Flavored, 282 mg Vitamin C, America\u2019s Number 1 Gummy Vitamin Brand, 50 Day Supply, 150 Count", "asin": "B003FW4UME", "price": "$9.48", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "THORNE Vitamin C - Blend of Vitamin C and Citrus Bioflavonoids from Oranges - Support Immune System, Production of Cellular Energy, Collagen Production and Healthy Tissue* - Gluten-Free - 90 Capsules", "asin": "B09FYFM7N3", "price": "$21.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature\u2019s Bounty Vitamin C, Supports a Healthy Immune System, Vitamin Supplement, 500mg, 250 Tablets", "asin": "B000GG87V2"},
{"title": "NOW Foods Supplements, Vitamin C-1,000 with Rose Hips, Sustained Release, Antioxidant Protection*, 250 Tablets", "asin": "B0013P1GD6", "price": "$10.25", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Solgar Vitamin C 1000 mg, 90 Tablets - Antioxidant & Immune Support, Overall Health, Healthy Skin & Joints - Bioflavonoids Supplement - Non-GMO, Vegan, Gluten Free, Kosher - 90 Servings", "asin": "B000Z8WY3I", "price": "$11.02", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "SIGNIFY NATURE Vitamin C 1000mg Effervescent Tablets - Potent Immune Support VIT C with Zinc Supplement - Sugar-Free & Vegan Formula | Dissolvable Vitamin C Tablets - Water Soluble Fizzy Elixir - 80CT", "asin": "B08KRKS47Y", "price": "$28.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Nature Made Hair Growth Softgels with Lustriva, Biotin, Vitamin C & A, Support Healthy Hair as You Age, 30 Softgels, 30 Day Supply", "asin": "B0DVBKH321", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nature's Bounty Immune 24 Hour +, The only Vitamin C with 24 Hour Immune Support from Ester C, Rapid Release Softgels, 50 Count", "asin": "B08KHZQTML", "price": "$10.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "NutriFlair Liposomal Vitamin C, 180 Capsules - High Absorption, Fat Soluble VIT C, Antioxidant Supplement, Higher Bioavailability Immune System Support & Collagen Booster, Non-GMO, Vegan Pills", "asin": "B07DH1ZJZ9", "price": "$20.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nutricost Vitamin C with Rose HIPS 1025mg, 240 Capsules - Vitamin C 1,000mg, Rose HIPS 25mg, Premium, Non-GMO, Gluten Free Supplement", "asin": "B074GCB1ND", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vitamin C", "asin": "B086Z3CDWF", "price": "$7.00", "delivery": " FREE delivery"},
{"title": "Amazon Basics Vitamin C 250 mg Gummies, Orange, 150 Count (2 per Serving), Immune Health (Previously Solimo)", "asin": "B07BBMND7W", "price": "$9.81", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "NatureWise Vitamin C 1000mg Capsules - Extra Strength Dietary Supplement for Daily Immune Support & Collagen Synthesis - Vegan, Non-GMO, Gluten Free - 120 Count[4-Month Supply]", "asin": "B0DB3MDK8B", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Chewable Vitamin C 500 mg, Dietary Supplement for Immune Support, 150 Tablets, 150 Day Supply", "asin": "B018EAP21O", "price": "$14.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Dosage Vitamin C 500 mg per serving, Dietary Supplement for Immune Support, 60 Gummies, 30 Day Supply", "asin": "B08FNSB7YN", "price": "$11.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)", "asin": "B086PL2D5R", "price": "$22.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Elements Vitamin C 1000mg, Supports Healthy Immune System, Vegan, 300 Tablets, 10 month supply", "asin": "B07122C9VC", "price": "$15.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 500 mg with Rose Hips, Dietary Supplement for Immune Support, 130 Caplets, 130 Day Supply", "asin": "B0000DJAVX", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nutrivein Premium Liposomal Vitamin C Supplement 1650mg - 180 Caps: High-Absorption Vitamin C Capsules for Whole-Body Defenses & Overall Well-Being", "asin": "B07K8QLGHN", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "365 Everyday Value, Vitamin C 1000mg, 250 ct", "asin": "B074MFYHTF", "price": "$17.16", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "PURE SYNERGY Pure Radiance C | Organic Vitamin C Capsules | 100% Natural, Whole Food, Non-GMO Supplement with Camu Camu Extract | for Immune and Collagen Support (90 Capsules)", "asin": "B008HFOLXW", "price": "$32.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Immune Support Vitamin C 2000 mg - 200 Tablets - with Zinc, Elderberry, Rose Hip, Echinacea - Boosts Immune System- Made in USA", "asin": "B087JYZWFK", "price": "$28.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Ester-C American Health with Citrus Bioflavonoids Capsules (3 Pack) - 24-Hour Immune Support, Gentle On Stomach, Non-Acidic Vitamin C - Non-GMO, Gluten-Free - 1000 mg, 90 Count", "asin": "B072KCDJJP", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Carlyle Vitamin C 1000mg | 300 Vegetarian Caplets | Ascorbic Acid with Wild Rose HIPS | High Strength Formula | Non-GMO and Gluten Free Supplement", "asin": "B08BJ84WHK", "price": "$14.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Carlyle Vitamin C 2000mg | with Rose HIPS | 150 Caplets | Vegetarian, Non-GMO, Gluten Free Supplement", "asin": "B09MSQ97SB", "price": "$14.23", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Super C with Vitamin D3 and Zinc, Dietary Supplement for Immune Support, 60 Tablets, 60 Day Supply", "asin": "B07Q3SWL3X", "price": "$8.55", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Zero Sugar Vitamin C Gummies 250 mg per Serving, Immune & Antioxidant Support, Aspartame Free, 100 Sugar Free Gummies, 50 Day Supply", "asin": "B0CTNXHXM4", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "NOW Foods Supplements, Vitamin C-1,000 with 100 mg of Bioflavonoids, Antioxidant Protection*, 250 Veg Capsules", "asin": "B0013OUNK4", "price": "$18.25", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 60 Softgels, 60 Day Supply", "asin": "B00I689DHY", "price": "$11.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wholesome Wellness Liposomal Vitamin C Capsules (200 Pills 1500mg Buffered) High Absorption, Immune System & Collagen Booster, High Dose Fat Soluble Immunity Support Ascorbic Acid, Natural Vegan", "asin": "B086GK9SWD", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Solgar Vitamin C 500 mg, 250 Vegetable Capsules - Antioxidant & Immune Support - Overall Health - Supports Healthy Skin & Joints - Non-GMO, Vegan, Gluten Free, Kosher - 250 Servings", "asin": "B0011FUSGY", "price": "$21.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pure Encapsulations Ascorbic Acid Capsules - 1,000 mg Vitamin C - Antioxidant & Immune Support* - High-Potency Vitamin C - Vegan & Non-GMO - 90 Capsules", "asin": "B000GX7E8W", "price": "$21.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LivOn Laboratories Lypo\u2013Spheric Vitamin C \u2013 1,000 mg Vitamin C & 1,000 mg Essential Phospholipids Per Packet \u2013 Liposome Encapsulated for Improved Absorption \u2013 Non\u2013GMO(2 Cartons,60 Packets)", "asin": "B0089EYWEE", "price": "$85.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "LivOn Laboratories Lypo\u2013Spheric Vitamin C, 1000 mg Vitamin C & 1000 mg Essential Phospholipids Per Packet, Liposome Encapsulated for Improved Absorption, 100% Non\u2013GMO, 1 Carton, 0.2 Fl Oz (Pack of 30)", "asin": "B01AE60A3G", "price": "$42.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Liposomal Vitamin C Capsules - 1500mg - Made with Organic Acerola Cherries & Camu Camu, High Potency Vitamin C Liposomal - Immune Support Supplement, Enhanced Absorption & Bioavailability - 180 count", "asin": "B086D3TN83", "price": "$23.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vitafusion Extra Strength Power C Gummy Vitamins, Tropical Citrus Flavored Immune Support (1) Vitamins, 92 Count", "asin": "B08WBN1THJ", "price": "$10.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Horb\u00e4ach Vitamin C 1000mg | 250 Capsules | with Bioflavonoids and Rose HIPS | Non-GMO, Gluten Free Supplement | High Strength Formula", "asin": "B08BJ83XPQ", "price": "$16.22", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 1000 mg Time Release Tablets with Rose Hips, 60 Count to Help Support the Immune System", "asin": "B000YN3LMC", "price": "$12.99", "delivery": "FREE delivery Apr 23 - 29 for Prime members"},
{"title": "Bronson Vitamin C 500 MG Supports a Healthy Immune System & Antioxidant Protection, Non-GMO, 250 Vegetarian Tablets", "asin": "B0CJ1294X7", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Doctor's Best Vitamin C with Q-C - Vitamin C 1000mg Non-GMO, Vegan, Gluten Free, Soy Free, Sourced from Scotland Veggie Caps, 120 Count", "asin": "B005CD3J4O", "price": "$17.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Emergen-C 750mg Vitamin C Gummies for Adults, Immune Support Gummies, Gluten Free, Strawberry, Lemon and Blueberry Flavors - 45 Count", "asin": "B07NWD6S3F", "price": "$13.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics Vitamin C 1000 mg with Rose Hips 5mg, 90 tablets (1 per serving), Gluten Free", "asin": "B09T5QT7TG", "price": "$6.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Airborne 1000mg Vitamin C with Vitamin D & Zinc, Multivitamin Immune Support Supplement, Antioxidants Vitamins A C & Vitamin E, 116 Chewable Tablets, Citrus Flavor", "asin": "B0096YTCFK", "price": "$20.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "NOW Supplements, Liposomal Vitamin C, Immune & Collagen Support, 120 Veg Capsules", "asin": "B0BV8BM7LX", "price": "$17.23", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Life Extension Vitamin C & Bio-Quercetin Phytosome \u2013 Vitamin C Plus Ultra-Absorbable Quercetin for Immune Support \u2013 Gluten-Free, Non-GMO, Vegetarian \u2013 250 Vegetarian Tablets", "asin": "B07KVX6B5N", "price": "$21.68", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Carlyle Vitamin C Chewables | 1000mg | 180 Tablets | Vegetarian, Non-GMO, Gluten Free Supplement", "asin": "B094K2XS45", "price": "$15.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Supplements for Immune Support, Caffeine Free Fizzy Drink Mix, Raspberry Flavor - 30 Count/1 Month Supply", "asin": "B0009RF8KG", "price": "$12.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:36:07.486Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-10T21:36:07.486Z\",\"action\": \"click_product\",\"acion_argument\": \"B08FNG91XM\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:36:07.486Z\",\"action\": \"click_product\",\"acion_argument\": \"B08FNG91XM\",}</answer>",
"index": 1057,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"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\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07JH4R881\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\\nVitamin C275 Count (Pack of 1)\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\"},\n{\"title\": \"Emergen-C Immune+ Triple Action Immune Support Powder, BetaVia (R), 1000mg Vitamin C, B Vitamins, Vitamin D and Antioxidants, Raspberry \\u2013 30 Count\", \"asin\": \"B00ND99HY0\"},\n{\"title\": \"Emergen-C Kidz Crystals, On-the-Go Emergen-C Immune Support Supplement with Vitamin C, B Vitamins, Zinc and Manganese, Sparkly Strawberry - 56 Stick Packs\", \"asin\": \"B0BTMDYHJ3\"}],\n\"search_results\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"TruSkin Vitamin C Serum For Face \\u2013 Anti Aging Formula with Vitamin C, Hyaluronic Acid, Vitamin E \\u2013 Brightening Serum \\u2013 Improve Appearance of Dark Spots, Tone, Fine Lines & Wrinkles, 1 Fl Oz\", \"asin\": \"B01M4MCUAF\", \"price\": \"$21.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B0000DJASY\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C + Rose Hips, Immune Support, 1000mg, Coated Caplets, 100 Ct\", \"asin\": \"B0019GE9HE\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Maximum Strength Dosage Vitamin C 1000mg per Serving, Immune Support Vitamin C Gummies for Adults, 80 Vitamin C Gummies, 20 Day Supply\", \"asin\": \"B0CBVWPPR9\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 250 mg per serving, Dietary Supplement for Immune Support, 150 Gummies, 75 Day Supply\", \"asin\": \"B00IOBAK02\", \"price\": \"$7.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B018EAPQ38\", \"price\": \"$7.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Wellblends ImmuneMAX Gummies, Vitamin C 1000mg + Zinc, Selenium, & Vitamin D3 5000 IU, Immune Support Supplement, 42 Gummies\", \"asin\": \"B09RQYP87P\", \"price\": \"$11.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\", \"price\": \"$33.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vitafusion Power C Vitamin C Gummies for Immune Support, Orange Flavored, 282 mg Vitamin C, America\\u2019s Number 1 Gummy Vitamin Brand, 50 Day Supply, 150 Count\", \"asin\": \"B003FW4UME\", \"price\": \"$9.48\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"THORNE Vitamin C - Blend of Vitamin C and Citrus Bioflavonoids from Oranges - Support Immune System, Production of Cellular Energy, Collagen Production and Healthy Tissue* - Gluten-Free - 90 Capsules\", \"asin\": \"B09FYFM7N3\", \"price\": \"$21.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature\\u2019s Bounty Vitamin C, Supports a Healthy Immune System, Vitamin Supplement, 500mg, 250 Tablets\", \"asin\": \"B000GG87V2\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with Rose Hips, Sustained Release, Antioxidant Protection*, 250 Tablets\", \"asin\": \"B0013P1GD6\", \"price\": \"$10.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 1000 mg, 90 Tablets - Antioxidant & Immune Support, Overall Health, Healthy Skin & Joints - Bioflavonoids Supplement - Non-GMO, Vegan, Gluten Free, Kosher - 90 Servings\", \"asin\": \"B000Z8WY3I\", \"price\": \"$11.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"SIGNIFY NATURE Vitamin C 1000mg Effervescent Tablets - Potent Immune Support VIT C with Zinc Supplement - Sugar-Free & Vegan Formula | Dissolvable Vitamin C Tablets - Water Soluble Fizzy Elixir - 80CT\", \"asin\": \"B08KRKS47Y\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Nature Made Hair Growth Softgels with Lustriva, Biotin, Vitamin C & A, Support Healthy Hair as You Age, 30 Softgels, 30 Day Supply\", \"asin\": \"B0DVBKH321\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nature's Bounty Immune 24 Hour +, The only Vitamin C with 24 Hour Immune Support from Ester C, Rapid Release Softgels, 50 Count\", \"asin\": \"B08KHZQTML\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NutriFlair Liposomal Vitamin C, 180 Capsules - High Absorption, Fat Soluble VIT C, Antioxidant Supplement, Higher Bioavailability Immune System Support & Collagen Booster, Non-GMO, Vegan Pills\", \"asin\": \"B07DH1ZJZ9\", \"price\": \"$20.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutricost Vitamin C with Rose HIPS 1025mg, 240 Capsules - Vitamin C 1,000mg, Rose HIPS 25mg, Premium, Non-GMO, Gluten Free Supplement\", \"asin\": \"B074GCB1ND\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitamin C\", \"asin\": \"B086Z3CDWF\", \"price\": \"$7.00\", \"delivery\": \" FREE delivery\"},\n{\"title\": \"Amazon Basics Vitamin C 250 mg Gummies, Orange, 150 Count (2 per Serving), Immune Health (Previously Solimo)\", \"asin\": \"B07BBMND7W\", \"price\": \"$9.81\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NatureWise Vitamin C 1000mg Capsules - Extra Strength Dietary Supplement for Daily Immune Support & Collagen Synthesis - Vegan, Non-GMO, Gluten Free - 120 Count[4-Month Supply]\", \"asin\": \"B0DB3MDK8B\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Chewable Vitamin C 500 mg, Dietary Supplement for Immune Support, 150 Tablets, 150 Day Supply\", \"asin\": \"B018EAP21O\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Vitamin C 500 mg per serving, Dietary Supplement for Immune Support, 60 Gummies, 30 Day Supply\", \"asin\": \"B08FNSB7YN\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Elements Vitamin C 1000mg, Supports Healthy Immune System, Vegan, 300 Tablets, 10 month supply\", \"asin\": \"B07122C9VC\", \"price\": \"$15.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg with Rose Hips, Dietary Supplement for Immune Support, 130 Caplets, 130 Day Supply\", \"asin\": \"B0000DJAVX\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutrivein Premium Liposomal Vitamin C Supplement 1650mg - 180 Caps: High-Absorption Vitamin C Capsules for Whole-Body Defenses & Overall Well-Being\", \"asin\": \"B07K8QLGHN\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"365 Everyday Value, Vitamin C 1000mg, 250 ct\", \"asin\": \"B074MFYHTF\", \"price\": \"$17.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"PURE SYNERGY Pure Radiance C | Organic Vitamin C Capsules | 100% Natural, Whole Food, Non-GMO Supplement with Camu Camu Extract | for Immune and Collagen Support (90 Capsules)\", \"asin\": \"B008HFOLXW\", \"price\": \"$32.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Immune Support Vitamin C 2000 mg - 200 Tablets - with Zinc, Elderberry, Rose Hip, Echinacea - Boosts Immune System- Made in USA\", \"asin\": \"B087JYZWFK\", \"price\": \"$28.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ester-C American Health with Citrus Bioflavonoids Capsules (3 Pack) - 24-Hour Immune Support, Gentle On Stomach, Non-Acidic Vitamin C - Non-GMO, Gluten-Free - 1000 mg, 90 Count\", \"asin\": \"B072KCDJJP\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 1000mg | 300 Vegetarian Caplets | Ascorbic Acid with Wild Rose HIPS | High Strength Formula | Non-GMO and Gluten Free Supplement\", \"asin\": \"B08BJ84WHK\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 2000mg | with Rose HIPS | 150 Caplets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B09MSQ97SB\", \"price\": \"$14.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Super C with Vitamin D3 and Zinc, Dietary Supplement for Immune Support, 60 Tablets, 60 Day Supply\", \"asin\": \"B07Q3SWL3X\", \"price\": \"$8.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Zero Sugar Vitamin C Gummies 250 mg per Serving, Immune & Antioxidant Support, Aspartame Free, 100 Sugar Free Gummies, 50 Day Supply\", \"asin\": \"B0CTNXHXM4\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with 100 mg of Bioflavonoids, Antioxidant Protection*, 250 Veg Capsules\", \"asin\": \"B0013OUNK4\", \"price\": \"$18.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 60 Softgels, 60 Day Supply\", \"asin\": \"B00I689DHY\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wholesome Wellness Liposomal Vitamin C Capsules (200 Pills 1500mg Buffered) High Absorption, Immune System & Collagen Booster, High Dose Fat Soluble Immunity Support Ascorbic Acid, Natural Vegan\", \"asin\": \"B086GK9SWD\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 500 mg, 250 Vegetable Capsules - Antioxidant & Immune Support - Overall Health - Supports Healthy Skin & Joints - Non-GMO, Vegan, Gluten Free, Kosher - 250 Servings\", \"asin\": \"B0011FUSGY\", \"price\": \"$21.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pure Encapsulations Ascorbic Acid Capsules - 1,000 mg Vitamin C - Antioxidant & Immune Support* - High-Potency Vitamin C - Vegan & Non-GMO - 90 Capsules\", \"asin\": \"B000GX7E8W\", \"price\": \"$21.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C \\u2013 1,000 mg Vitamin C & 1,000 mg Essential Phospholipids Per Packet \\u2013 Liposome Encapsulated for Improved Absorption \\u2013 Non\\u2013GMO(2 Cartons,60 Packets)\", \"asin\": \"B0089EYWEE\", \"price\": \"$85.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C, 1000 mg Vitamin C & 1000 mg Essential Phospholipids Per Packet, Liposome Encapsulated for Improved Absorption, 100% Non\\u2013GMO, 1 Carton, 0.2 Fl Oz (Pack of 30)\", \"asin\": \"B01AE60A3G\", \"price\": \"$42.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Liposomal Vitamin C Capsules - 1500mg - Made with Organic Acerola Cherries & Camu Camu, High Potency Vitamin C Liposomal - Immune Support Supplement, Enhanced Absorption & Bioavailability - 180 count\", \"asin\": \"B086D3TN83\", \"price\": \"$23.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitafusion Extra Strength Power C Gummy Vitamins, Tropical Citrus Flavored Immune Support (1) Vitamins, 92 Count\", \"asin\": \"B08WBN1THJ\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Horb\\u00e4ach Vitamin C 1000mg | 250 Capsules | with Bioflavonoids and Rose HIPS | Non-GMO, Gluten Free Supplement | High Strength Formula\", \"asin\": \"B08BJ83XPQ\", \"price\": \"$16.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 1000 mg Time Release Tablets with Rose Hips, 60 Count to Help Support the Immune System\", \"asin\": \"B000YN3LMC\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Bronson Vitamin C 500 MG Supports a Healthy Immune System & Antioxidant Protection, Non-GMO, 250 Vegetarian Tablets\", \"asin\": \"B0CJ1294X7\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Doctor's Best Vitamin C with Q-C - Vitamin C 1000mg Non-GMO, Vegan, Gluten Free, Soy Free, Sourced from Scotland Veggie Caps, 120 Count\", \"asin\": \"B005CD3J4O\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 750mg Vitamin C Gummies for Adults, Immune Support Gummies, Gluten Free, Strawberry, Lemon and Blueberry Flavors - 45 Count\", \"asin\": \"B07NWD6S3F\", \"price\": \"$13.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Vitamin C 1000 mg with Rose Hips 5mg, 90 tablets (1 per serving), Gluten Free\", \"asin\": \"B09T5QT7TG\", \"price\": \"$6.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 1000mg Vitamin C with Vitamin D & Zinc, Multivitamin Immune Support Supplement, Antioxidants Vitamins A C & Vitamin E, 116 Chewable Tablets, Citrus Flavor\", \"asin\": \"B0096YTCFK\", \"price\": \"$20.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"NOW Supplements, Liposomal Vitamin C, Immune & Collagen Support, 120 Veg Capsules\", \"asin\": \"B0BV8BM7LX\", \"price\": \"$17.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Life Extension Vitamin C & Bio-Quercetin Phytosome \\u2013 Vitamin C Plus Ultra-Absorbable Quercetin for Immune Support \\u2013 Gluten-Free, Non-GMO, Vegetarian \\u2013 250 Vegetarian Tablets\", \"asin\": \"B07KVX6B5N\", \"price\": \"$21.68\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C Chewables | 1000mg | 180 Tablets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B094K2XS45\", \"price\": \"$15.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Supplements for Immune Support, Caffeine Free Fizzy Drink Mix, Raspberry Flavor - 30 Count/1 Month Supply\", \"asin\": \"B0009RF8KG\", \"price\": \"$12.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:07.486Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08FNG91XM\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\"},\n{\"price\": \"$7.49\"},\n{\"bullet_list\": \"Immune support supplement: contains one 90 count bottle of Nature Made Extra Strength Chewable Vitamin C 1000 mg per serving Tablets for a 45-day supply Nature Made Vitamin C 1000mg per serving is an extra strength dosage chewable Vitamin C antioxidant supplement that supports immune health and offers antioxidant support This 1000 mg per serving Vitamin C supplement provides Vitamin C for adults, which is necessary for the body to produce collagen to help support healthy skin Back in original orange flavor; adults chew two Nature Made Vitamin C chewable tablets daily with a meal Nature Made Chewable Vitamin C 1000mg for adults in two tablets per serving have no color added and no artificial flavors Made in the USA with quality global ingredients, United States Pharmacopeia (USP) Verified, #1 Pharmacist Recommended Vitamin & Supplement Brand* These statements have not been evaluated by the Food and Drug Administration; this product is not intended to diagnose, treat, cure, or prevent any disease\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Flavor Name\": \"Orange\"},\n{\"Size\": \"90 Count (Pack of 1)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:21.008Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:36:21.008Z
|
purchase
|
B08FNG91XM
|
rule
|
train
| 1,058 |
2025-04-10T21:36:21.008Z
|
purchase
|
B08FNG91XM
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:34:38.098Z", "action": "input", "action_argument": "vita"}
{"timestamp": "2025-04-10T21:34:38.228Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T21:36:07.486Z", "action": "click_product", "action_argument": "B08FNG91XM"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "vitamin c"}],
"cart_items": [{"title": "AI Engineering: Building Applications with Foundation Models", "asin": "1098166302", "price": "$57.74", "quantity": "1"},
{"title": "Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets", "asin": "B07RWN8N9H", "price": "$7.45", "quantity": "1"},
{"title": "LLM Engineer's Handbook: Master the art of engineering large language models from concept to production", "asin": "1836200072", "price": "$39.27", "quantity": "1"},
{"title": "Build a Large Language Model (From Scratch)", "asin": "1633437167", "price": "$47.37", "quantity": "1"},
{"title": "Nexus: A Brief History of Information Networks from the Stone Age to AI", "asin": "059373422X", "price": "$21.71", "quantity": "1"},
{"title": "Butter: A Novel of Food and Murder", "asin": "0063236419", "price": "$15.99", "quantity": "1"},
{"title": "Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\" x 3.3\" x 1\", Black", "asin": "B07S268HGD", "price": "$8.46", "quantity": "1"},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": "1"},
{"title": "The Global War on Tobacco: Mapping the World's First Public Health Treaty", "asin": "1421416832", "price": "$38.36", "quantity": "1"},
{"title": "Allen Carr's Easy Way To Stop Smoking", "asin": "0615482155", "price": "$12.51", "quantity": "1"},
{"title": "JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)", "asin": "B0C89STMFK", "price": "$24.99", "quantity": "1"},
{"title": "Go! More Than a Game: Revised Edition", "asin": "080483475X", "price": "$10.69", "quantity": "1"},
{"title": "Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI", "asin": "0593377370", "price": "$9.89", "quantity": "1"},
{"title": "For Profit: A History of Corporations", "asin": "1541601572", "price": "$13.58", "quantity": "1"}],
"product_details": [{"asin": "B08FNG91XM"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply"},
{"price": "$7.49"},
{"bullet_list": "Immune support supplement: contains one 90 count bottle of Nature Made Extra Strength Chewable Vitamin C 1000 mg per serving Tablets for a 45-day supply Nature Made Vitamin C 1000mg per serving is an extra strength dosage chewable Vitamin C antioxidant supplement that supports immune health and offers antioxidant support This 1000 mg per serving Vitamin C supplement provides Vitamin C for adults, which is necessary for the body to produce collagen to help support healthy skin Back in original orange flavor; adults chew two Nature Made Vitamin C chewable tablets daily with a meal Nature Made Chewable Vitamin C 1000mg for adults in two tablets per serving have no color added and no artificial flavors Made in the USA with quality global ingredients, United States Pharmacopeia (USP) Verified, #1 Pharmacist Recommended Vitamin & Supplement Brand* These statements have not been evaluated by the Food and Drug Administration; this product is not intended to diagnose, treat, cure, or prevent any disease"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Flavor Name": "Orange"},
{"Size": "90 Count (Pack of 1)"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:36:21.008Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:36:21.008Z\",\"action\": \"purchase\",\"acion_argument\": \"B08FNG91XM\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:36:21.008Z\",\"action\": \"purchase\",\"acion_argument\": \"B08FNG91XM\",}</answer>",
"index": 1058,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08FNG91XM\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\"},\n{\"price\": \"$7.49\"},\n{\"bullet_list\": \"Immune support supplement: contains one 90 count bottle of Nature Made Extra Strength Chewable Vitamin C 1000 mg per serving Tablets for a 45-day supply Nature Made Vitamin C 1000mg per serving is an extra strength dosage chewable Vitamin C antioxidant supplement that supports immune health and offers antioxidant support This 1000 mg per serving Vitamin C supplement provides Vitamin C for adults, which is necessary for the body to produce collagen to help support healthy skin Back in original orange flavor; adults chew two Nature Made Vitamin C chewable tablets daily with a meal Nature Made Chewable Vitamin C 1000mg for adults in two tablets per serving have no color added and no artificial flavors Made in the USA with quality global ingredients, United States Pharmacopeia (USP) Verified, #1 Pharmacist Recommended Vitamin & Supplement Brand* These statements have not been evaluated by the Food and Drug Administration; this product is not intended to diagnose, treat, cure, or prevent any disease\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Flavor Name\": \"Orange\"},\n{\"Size\": \"90 Count (Pack of 1)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:21.008Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:21.008Z\", \"action\": \"purchase\", \"action_argument\": \"B08FNG91XM\"}\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\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08FNG91XM\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\"},\n{\"price\": \"$7.49\"},\n{\"bullet_list\": \"Immune support supplement: contains one 90 count bottle of Nature Made Extra Strength Chewable Vitamin C 1000 mg per serving Tablets for a 45-day supply Nature Made Vitamin C 1000mg per serving is an extra strength dosage chewable Vitamin C antioxidant supplement that supports immune health and offers antioxidant support This 1000 mg per serving Vitamin C supplement provides Vitamin C for adults, which is necessary for the body to produce collagen to help support healthy skin Back in original orange flavor; adults chew two Nature Made Vitamin C chewable tablets daily with a meal Nature Made Chewable Vitamin C 1000mg for adults in two tablets per serving have no color added and no artificial flavors Made in the USA with quality global ingredients, United States Pharmacopeia (USP) Verified, #1 Pharmacist Recommended Vitamin & Supplement Brand* These statements have not been evaluated by the Food and Drug Administration; this product is not intended to diagnose, treat, cure, or prevent any disease\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Flavor Name\": \"Orange\"},\n{\"Size\": \"90 Count (Pack of 1)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:25.628Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:36:25.628Z
|
click
|
review
|
rule
|
train
| 1,059 |
2025-04-10T21:36:25.628Z
|
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": "2025-04-10T21:34:38.098Z", "action": "input", "action_argument": "vita"}
{"timestamp": "2025-04-10T21:34:38.228Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T21:36:07.486Z", "action": "click_product", "action_argument": "B08FNG91XM"}
{"timestamp": "2025-04-10T21:36:21.008Z", "action": "purchase", "action_argument": "B08FNG91XM"}
<|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": "vitamin c"}],
"cart_items": [{"title": "AI Engineering: Building Applications with Foundation Models", "asin": "1098166302", "price": "$57.74", "quantity": "1"},
{"title": "Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets", "asin": "B07RWN8N9H", "price": "$7.45", "quantity": "1"},
{"title": "LLM Engineer's Handbook: Master the art of engineering large language models from concept to production", "asin": "1836200072", "price": "$39.27", "quantity": "1"},
{"title": "Build a Large Language Model (From Scratch)", "asin": "1633437167", "price": "$47.37", "quantity": "1"},
{"title": "Nexus: A Brief History of Information Networks from the Stone Age to AI", "asin": "059373422X", "price": "$21.71", "quantity": "1"},
{"title": "Butter: A Novel of Food and Murder", "asin": "0063236419", "price": "$15.99", "quantity": "1"},
{"title": "Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\" x 3.3\" x 1\", Black", "asin": "B07S268HGD", "price": "$8.46", "quantity": "1"},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": "1"},
{"title": "The Global War on Tobacco: Mapping the World's First Public Health Treaty", "asin": "1421416832", "price": "$38.36", "quantity": "1"},
{"title": "Allen Carr's Easy Way To Stop Smoking", "asin": "0615482155", "price": "$12.51", "quantity": "1"},
{"title": "JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)", "asin": "B0C89STMFK", "price": "$24.99", "quantity": "1"},
{"title": "Go! More Than a Game: Revised Edition", "asin": "080483475X", "price": "$10.69", "quantity": "1"},
{"title": "Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI", "asin": "0593377370", "price": "$9.89", "quantity": "1"},
{"title": "For Profit: A History of Corporations", "asin": "1541601572", "price": "$13.58", "quantity": "1"}],
"product_details": [{"asin": "B08FNG91XM"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply"},
{"price": "$7.49"},
{"bullet_list": "Immune support supplement: contains one 90 count bottle of Nature Made Extra Strength Chewable Vitamin C 1000 mg per serving Tablets for a 45-day supply Nature Made Vitamin C 1000mg per serving is an extra strength dosage chewable Vitamin C antioxidant supplement that supports immune health and offers antioxidant support This 1000 mg per serving Vitamin C supplement provides Vitamin C for adults, which is necessary for the body to produce collagen to help support healthy skin Back in original orange flavor; adults chew two Nature Made Vitamin C chewable tablets daily with a meal Nature Made Chewable Vitamin C 1000mg for adults in two tablets per serving have no color added and no artificial flavors Made in the USA with quality global ingredients, United States Pharmacopeia (USP) Verified, #1 Pharmacist Recommended Vitamin & Supplement Brand* These statements have not been evaluated by the Food and Drug Administration; this product is not intended to diagnose, treat, cure, or prevent any disease"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Flavor Name": "Orange"},
{"Size": "90 Count (Pack of 1)"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:36:25.628Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:36:25.628Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:36:25.628Z\",\"action\": \"click\",\"acion_argument\": \"review\",}</answer>",
"index": 1059,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:21.008Z\", \"action\": \"purchase\", \"action_argument\": \"B08FNG91XM\"}\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\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B08FNG91XM\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\"},\n{\"price\": \"$7.49\"},\n{\"bullet_list\": \"Immune support supplement: contains one 90 count bottle of Nature Made Extra Strength Chewable Vitamin C 1000 mg per serving Tablets for a 45-day supply Nature Made Vitamin C 1000mg per serving is an extra strength dosage chewable Vitamin C antioxidant supplement that supports immune health and offers antioxidant support This 1000 mg per serving Vitamin C supplement provides Vitamin C for adults, which is necessary for the body to produce collagen to help support healthy skin Back in original orange flavor; adults chew two Nature Made Vitamin C chewable tablets daily with a meal Nature Made Chewable Vitamin C 1000mg for adults in two tablets per serving have no color added and no artificial flavors Made in the USA with quality global ingredients, United States Pharmacopeia (USP) Verified, #1 Pharmacist Recommended Vitamin & Supplement Brand* These statements have not been evaluated by the Food and Drug Administration; this product is not intended to diagnose, treat, cure, or prevent any disease\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Flavor Name\": \"Orange\"},\n{\"Size\": \"90 Count (Pack of 1)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:25.628Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:21.008Z\", \"action\": \"purchase\", \"action_argument\": \"B08FNG91XM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:36:25.628Z\", \"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\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07JH4R881\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\\nVitamin C275 Count (Pack of 1)\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\"},\n{\"title\": \"Emergen-C Immune+ Triple Action Immune Support Powder, BetaVia (R), 1000mg Vitamin C, B Vitamins, Vitamin D and Antioxidants, Raspberry \\u2013 30 Count\", \"asin\": \"B00ND99HY0\"},\n{\"title\": \"Emergen-C Kidz Crystals, On-the-Go Emergen-C Immune Support Supplement with Vitamin C, B Vitamins, Zinc and Manganese, Sparkly Strawberry - 56 Stick Packs\", \"asin\": \"B0BTMDYHJ3\"}],\n\"search_results\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"TruSkin Vitamin C Serum For Face \\u2013 Anti Aging Formula with Vitamin C, Hyaluronic Acid, Vitamin E \\u2013 Brightening Serum \\u2013 Improve Appearance of Dark Spots, Tone, Fine Lines & Wrinkles, 1 Fl Oz\", \"asin\": \"B01M4MCUAF\", \"price\": \"$21.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B0000DJASY\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C + Rose Hips, Immune Support, 1000mg, Coated Caplets, 100 Ct\", \"asin\": \"B0019GE9HE\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Maximum Strength Dosage Vitamin C 1000mg per Serving, Immune Support Vitamin C Gummies for Adults, 80 Vitamin C Gummies, 20 Day Supply\", \"asin\": \"B0CBVWPPR9\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 250 mg per serving, Dietary Supplement for Immune Support, 150 Gummies, 75 Day Supply\", \"asin\": \"B00IOBAK02\", \"price\": \"$7.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B018EAPQ38\", \"price\": \"$7.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Wellblends ImmuneMAX Gummies, Vitamin C 1000mg + Zinc, Selenium, & Vitamin D3 5000 IU, Immune Support Supplement, 42 Gummies\", \"asin\": \"B09RQYP87P\", \"price\": \"$11.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\", \"price\": \"$33.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vitafusion Power C Vitamin C Gummies for Immune Support, Orange Flavored, 282 mg Vitamin C, America\\u2019s Number 1 Gummy Vitamin Brand, 50 Day Supply, 150 Count\", \"asin\": \"B003FW4UME\", \"price\": \"$9.48\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"THORNE Vitamin C - Blend of Vitamin C and Citrus Bioflavonoids from Oranges - Support Immune System, Production of Cellular Energy, Collagen Production and Healthy Tissue* - Gluten-Free - 90 Capsules\", \"asin\": \"B09FYFM7N3\", \"price\": \"$21.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature\\u2019s Bounty Vitamin C, Supports a Healthy Immune System, Vitamin Supplement, 500mg, 250 Tablets\", \"asin\": \"B000GG87V2\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with Rose Hips, Sustained Release, Antioxidant Protection*, 250 Tablets\", \"asin\": \"B0013P1GD6\", \"price\": \"$10.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 1000 mg, 90 Tablets - Antioxidant & Immune Support, Overall Health, Healthy Skin & Joints - Bioflavonoids Supplement - Non-GMO, Vegan, Gluten Free, Kosher - 90 Servings\", \"asin\": \"B000Z8WY3I\", \"price\": \"$11.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"SIGNIFY NATURE Vitamin C 1000mg Effervescent Tablets - Potent Immune Support VIT C with Zinc Supplement - Sugar-Free & Vegan Formula | Dissolvable Vitamin C Tablets - Water Soluble Fizzy Elixir - 80CT\", \"asin\": \"B08KRKS47Y\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Nature Made Hair Growth Softgels with Lustriva, Biotin, Vitamin C & A, Support Healthy Hair as You Age, 30 Softgels, 30 Day Supply\", \"asin\": \"B0DVBKH321\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nature's Bounty Immune 24 Hour +, The only Vitamin C with 24 Hour Immune Support from Ester C, Rapid Release Softgels, 50 Count\", \"asin\": \"B08KHZQTML\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NutriFlair Liposomal Vitamin C, 180 Capsules - High Absorption, Fat Soluble VIT C, Antioxidant Supplement, Higher Bioavailability Immune System Support & Collagen Booster, Non-GMO, Vegan Pills\", \"asin\": \"B07DH1ZJZ9\", \"price\": \"$20.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutricost Vitamin C with Rose HIPS 1025mg, 240 Capsules - Vitamin C 1,000mg, Rose HIPS 25mg, Premium, Non-GMO, Gluten Free Supplement\", \"asin\": \"B074GCB1ND\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitamin C\", \"asin\": \"B086Z3CDWF\", \"price\": \"$7.00\", \"delivery\": \" FREE delivery\"},\n{\"title\": \"Amazon Basics Vitamin C 250 mg Gummies, Orange, 150 Count (2 per Serving), Immune Health (Previously Solimo)\", \"asin\": \"B07BBMND7W\", \"price\": \"$9.81\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NatureWise Vitamin C 1000mg Capsules - Extra Strength Dietary Supplement for Daily Immune Support & Collagen Synthesis - Vegan, Non-GMO, Gluten Free - 120 Count[4-Month Supply]\", \"asin\": \"B0DB3MDK8B\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Chewable Vitamin C 500 mg, Dietary Supplement for Immune Support, 150 Tablets, 150 Day Supply\", \"asin\": \"B018EAP21O\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Vitamin C 500 mg per serving, Dietary Supplement for Immune Support, 60 Gummies, 30 Day Supply\", \"asin\": \"B08FNSB7YN\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Elements Vitamin C 1000mg, Supports Healthy Immune System, Vegan, 300 Tablets, 10 month supply\", \"asin\": \"B07122C9VC\", \"price\": \"$15.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg with Rose Hips, Dietary Supplement for Immune Support, 130 Caplets, 130 Day Supply\", \"asin\": \"B0000DJAVX\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutrivein Premium Liposomal Vitamin C Supplement 1650mg - 180 Caps: High-Absorption Vitamin C Capsules for Whole-Body Defenses & Overall Well-Being\", \"asin\": \"B07K8QLGHN\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"365 Everyday Value, Vitamin C 1000mg, 250 ct\", \"asin\": \"B074MFYHTF\", \"price\": \"$17.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"PURE SYNERGY Pure Radiance C | Organic Vitamin C Capsules | 100% Natural, Whole Food, Non-GMO Supplement with Camu Camu Extract | for Immune and Collagen Support (90 Capsules)\", \"asin\": \"B008HFOLXW\", \"price\": \"$32.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Immune Support Vitamin C 2000 mg - 200 Tablets - with Zinc, Elderberry, Rose Hip, Echinacea - Boosts Immune System- Made in USA\", \"asin\": \"B087JYZWFK\", \"price\": \"$28.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ester-C American Health with Citrus Bioflavonoids Capsules (3 Pack) - 24-Hour Immune Support, Gentle On Stomach, Non-Acidic Vitamin C - Non-GMO, Gluten-Free - 1000 mg, 90 Count\", \"asin\": \"B072KCDJJP\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 1000mg | 300 Vegetarian Caplets | Ascorbic Acid with Wild Rose HIPS | High Strength Formula | Non-GMO and Gluten Free Supplement\", \"asin\": \"B08BJ84WHK\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 2000mg | with Rose HIPS | 150 Caplets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B09MSQ97SB\", \"price\": \"$14.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Super C with Vitamin D3 and Zinc, Dietary Supplement for Immune Support, 60 Tablets, 60 Day Supply\", \"asin\": \"B07Q3SWL3X\", \"price\": \"$8.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Zero Sugar Vitamin C Gummies 250 mg per Serving, Immune & Antioxidant Support, Aspartame Free, 100 Sugar Free Gummies, 50 Day Supply\", \"asin\": \"B0CTNXHXM4\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with 100 mg of Bioflavonoids, Antioxidant Protection*, 250 Veg Capsules\", \"asin\": \"B0013OUNK4\", \"price\": \"$18.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 60 Softgels, 60 Day Supply\", \"asin\": \"B00I689DHY\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wholesome Wellness Liposomal Vitamin C Capsules (200 Pills 1500mg Buffered) High Absorption, Immune System & Collagen Booster, High Dose Fat Soluble Immunity Support Ascorbic Acid, Natural Vegan\", \"asin\": \"B086GK9SWD\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 500 mg, 250 Vegetable Capsules - Antioxidant & Immune Support - Overall Health - Supports Healthy Skin & Joints - Non-GMO, Vegan, Gluten Free, Kosher - 250 Servings\", \"asin\": \"B0011FUSGY\", \"price\": \"$21.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pure Encapsulations Ascorbic Acid Capsules - 1,000 mg Vitamin C - Antioxidant & Immune Support* - High-Potency Vitamin C - Vegan & Non-GMO - 90 Capsules\", \"asin\": \"B000GX7E8W\", \"price\": \"$21.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C \\u2013 1,000 mg Vitamin C & 1,000 mg Essential Phospholipids Per Packet \\u2013 Liposome Encapsulated for Improved Absorption \\u2013 Non\\u2013GMO(2 Cartons,60 Packets)\", \"asin\": \"B0089EYWEE\", \"price\": \"$85.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C, 1000 mg Vitamin C & 1000 mg Essential Phospholipids Per Packet, Liposome Encapsulated for Improved Absorption, 100% Non\\u2013GMO, 1 Carton, 0.2 Fl Oz (Pack of 30)\", \"asin\": \"B01AE60A3G\", \"price\": \"$42.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Liposomal Vitamin C Capsules - 1500mg - Made with Organic Acerola Cherries & Camu Camu, High Potency Vitamin C Liposomal - Immune Support Supplement, Enhanced Absorption & Bioavailability - 180 count\", \"asin\": \"B086D3TN83\", \"price\": \"$23.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitafusion Extra Strength Power C Gummy Vitamins, Tropical Citrus Flavored Immune Support (1) Vitamins, 92 Count\", \"asin\": \"B08WBN1THJ\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Horb\\u00e4ach Vitamin C 1000mg | 250 Capsules | with Bioflavonoids and Rose HIPS | Non-GMO, Gluten Free Supplement | High Strength Formula\", \"asin\": \"B08BJ83XPQ\", \"price\": \"$16.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 1000 mg Time Release Tablets with Rose Hips, 60 Count to Help Support the Immune System\", \"asin\": \"B000YN3LMC\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Bronson Vitamin C 500 MG Supports a Healthy Immune System & Antioxidant Protection, Non-GMO, 250 Vegetarian Tablets\", \"asin\": \"B0CJ1294X7\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Doctor's Best Vitamin C with Q-C - Vitamin C 1000mg Non-GMO, Vegan, Gluten Free, Soy Free, Sourced from Scotland Veggie Caps, 120 Count\", \"asin\": \"B005CD3J4O\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 750mg Vitamin C Gummies for Adults, Immune Support Gummies, Gluten Free, Strawberry, Lemon and Blueberry Flavors - 45 Count\", \"asin\": \"B07NWD6S3F\", \"price\": \"$13.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Vitamin C 1000 mg with Rose Hips 5mg, 90 tablets (1 per serving), Gluten Free\", \"asin\": \"B09T5QT7TG\", \"price\": \"$6.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 1000mg Vitamin C with Vitamin D & Zinc, Multivitamin Immune Support Supplement, Antioxidants Vitamins A C & Vitamin E, 116 Chewable Tablets, Citrus Flavor\", \"asin\": \"B0096YTCFK\", \"price\": \"$20.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"NOW Supplements, Liposomal Vitamin C, Immune & Collagen Support, 120 Veg Capsules\", \"asin\": \"B0BV8BM7LX\", \"price\": \"$17.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Life Extension Vitamin C & Bio-Quercetin Phytosome \\u2013 Vitamin C Plus Ultra-Absorbable Quercetin for Immune Support \\u2013 Gluten-Free, Non-GMO, Vegetarian \\u2013 250 Vegetarian Tablets\", \"asin\": \"B07KVX6B5N\", \"price\": \"$21.68\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C Chewables | 1000mg | 180 Tablets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B094K2XS45\", \"price\": \"$15.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Supplements for Immune Support, Caffeine Free Fizzy Drink Mix, Raspberry Flavor - 30 Count/1 Month Supply\", \"asin\": \"B0009RF8KG\", \"price\": \"$12.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:41.227Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:36:41.227Z
|
click_product
|
B08FNG91XM
|
rule
|
train
| 1,060 |
2025-04-10T21:36:41.227Z
|
click_product
|
B08FNG91XM
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T21:34:38.098Z", "action": "input", "action_argument": "vita"}
{"timestamp": "2025-04-10T21:34:38.228Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T21:36:07.486Z", "action": "click_product", "action_argument": "B08FNG91XM"}
{"timestamp": "2025-04-10T21:36:21.008Z", "action": "purchase", "action_argument": "B08FNG91XM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:36:25.628Z", "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": "vitamin c"}],
"cart_items": [{"title": "AI Engineering: Building Applications with Foundation Models", "asin": "1098166302", "price": "$57.74", "quantity": "1"},
{"title": "Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets", "asin": "B07RWN8N9H", "price": "$7.45", "quantity": "1"},
{"title": "LLM Engineer's Handbook: Master the art of engineering large language models from concept to production", "asin": "1836200072", "price": "$39.27", "quantity": "1"},
{"title": "Build a Large Language Model (From Scratch)", "asin": "1633437167", "price": "$47.37", "quantity": "1"},
{"title": "Nexus: A Brief History of Information Networks from the Stone Age to AI", "asin": "059373422X", "price": "$21.71", "quantity": "1"},
{"title": "Butter: A Novel of Food and Murder", "asin": "0063236419", "price": "$15.99", "quantity": "1"},
{"title": "Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\" x 3.3\" x 1\", Black", "asin": "B07S268HGD", "price": "$8.46", "quantity": "1"},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": "1"},
{"title": "The Global War on Tobacco: Mapping the World's First Public Health Treaty", "asin": "1421416832", "price": "$38.36", "quantity": "1"},
{"title": "Allen Carr's Easy Way To Stop Smoking", "asin": "0615482155", "price": "$12.51", "quantity": "1"},
{"title": "JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)", "asin": "B0C89STMFK", "price": "$24.99", "quantity": "1"},
{"title": "Go! More Than a Game: Revised Edition", "asin": "080483475X", "price": "$10.69", "quantity": "1"},
{"title": "Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI", "asin": "0593377370", "price": "$9.89", "quantity": "1"},
{"title": "For Profit: A History of Corporations", "asin": "1541601572", "price": "$13.58", "quantity": "1"}],
"promotion_items": [{"title": "Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\nVitamin C300 Count (Pack of 1)", "asin": "B08YS4ZRTL", "price": "$17.74", "quantity": ""},
{"title": "Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\nVitamin C63 Count (Pack of 2)", "asin": "B08G9JLJ1Y", "price": "$33.39", "quantity": ""},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\nVitamin C0.32 Ounce (Pack of 60)", "asin": "B07CNQ6TTN", "price": "$30.86", "quantity": ""},
{"title": "Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\nVitamin C60 Count (Pack of 1)", "asin": "B0CXZR884Z", "price": "$9.80", "quantity": ""},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\n240 Count (Pack of 1)", "asin": "B086PL2D5R", "price": "$22.95", "quantity": ""},
{"title": "", "asin": "B07JH4R881", "price": "", "quantity": ""},
{"title": "Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\nVitamin C300 Count (Pack of 1)", "asin": "B08YS4ZRTL", "price": "$17.74", "quantity": ""},
{"title": "Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\nVitamin C63 Count (Pack of 2)", "asin": "B08G9JLJ1Y", "price": "$33.39", "quantity": ""},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\nVitamin C0.32 Ounce (Pack of 60)", "asin": "B07CNQ6TTN", "price": "$30.86", "quantity": ""},
{"title": "Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\nVitamin C60 Count (Pack of 1)", "asin": "B0CXZR884Z", "price": "$9.80", "quantity": ""},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\n240 Count (Pack of 1)", "asin": "B086PL2D5R", "price": "$22.95", "quantity": ""},
{"title": "SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\nVitamin C275 Count (Pack of 1)", "asin": "B07JH4R881", "price": "$35.27", "quantity": ""}],
"ads": [{"title": "Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply", "asin": "B0CF5Z1G6J"},
{"title": "Emergen-C Immune+ Triple Action Immune Support Powder, BetaVia (R), 1000mg Vitamin C, B Vitamins, Vitamin D and Antioxidants, Raspberry \u2013 30 Count", "asin": "B00ND99HY0"},
{"title": "Emergen-C Kidz Crystals, On-the-Go Emergen-C Immune Support Supplement with Vitamin C, B Vitamins, Zinc and Manganese, Sparkly Strawberry - 56 Stick Packs", "asin": "B0BTMDYHJ3"}],
"search_results": [{"title": "Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets", "asin": "B08YS4ZRTL", "price": "$17.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor", "asin": "B08G9JLJ1Y", "price": "$33.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply", "asin": "B07CNQ6TTN", "price": "$30.86", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "TruSkin Vitamin C Serum For Face \u2013 Anti Aging Formula with Vitamin C, Hyaluronic Acid, Vitamin E \u2013 Brightening Serum \u2013 Improve Appearance of Dark Spots, Tone, Fine Lines & Wrinkles, 1 Fl Oz", "asin": "B01M4MCUAF", "price": "$21.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)", "asin": "B086PL2D5R", "price": "$22.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply", "asin": "B0000DJASY", "price": "$9.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature's Bounty Vitamin C + Rose Hips, Immune Support, 1000mg, Coated Caplets, 100 Ct", "asin": "B0019GE9HE", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply", "asin": "B08FNG91XM", "price": "$7.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Maximum Strength Dosage Vitamin C 1000mg per Serving, Immune Support Vitamin C Gummies for Adults, 80 Vitamin C Gummies, 20 Day Supply", "asin": "B0CBVWPPR9", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 250 mg per serving, Dietary Supplement for Immune Support, 150 Gummies, 75 Day Supply", "asin": "B00IOBAK02", "price": "$7.85", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply", "asin": "B018EAPQ38", "price": "$7.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy", "asin": "B0CXZR884Z", "price": "$9.80", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Wellblends ImmuneMAX Gummies, Vitamin C 1000mg + Zinc, Selenium, & Vitamin D3 5000 IU, Immune Support Supplement, 42 Gummies", "asin": "B09RQYP87P", "price": "$11.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply", "asin": "B0CF5Z1G6J", "price": "$33.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps", "asin": "B07JH4R881", "price": "$35.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Vitafusion Power C Vitamin C Gummies for Immune Support, Orange Flavored, 282 mg Vitamin C, America\u2019s Number 1 Gummy Vitamin Brand, 50 Day Supply, 150 Count", "asin": "B003FW4UME", "price": "$9.48", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "THORNE Vitamin C - Blend of Vitamin C and Citrus Bioflavonoids from Oranges - Support Immune System, Production of Cellular Energy, Collagen Production and Healthy Tissue* - Gluten-Free - 90 Capsules", "asin": "B09FYFM7N3", "price": "$21.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature\u2019s Bounty Vitamin C, Supports a Healthy Immune System, Vitamin Supplement, 500mg, 250 Tablets", "asin": "B000GG87V2"},
{"title": "NOW Foods Supplements, Vitamin C-1,000 with Rose Hips, Sustained Release, Antioxidant Protection*, 250 Tablets", "asin": "B0013P1GD6", "price": "$10.25", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Solgar Vitamin C 1000 mg, 90 Tablets - Antioxidant & Immune Support, Overall Health, Healthy Skin & Joints - Bioflavonoids Supplement - Non-GMO, Vegan, Gluten Free, Kosher - 90 Servings", "asin": "B000Z8WY3I", "price": "$11.02", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "SIGNIFY NATURE Vitamin C 1000mg Effervescent Tablets - Potent Immune Support VIT C with Zinc Supplement - Sugar-Free & Vegan Formula | Dissolvable Vitamin C Tablets - Water Soluble Fizzy Elixir - 80CT", "asin": "B08KRKS47Y", "price": "$28.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Nature Made Hair Growth Softgels with Lustriva, Biotin, Vitamin C & A, Support Healthy Hair as You Age, 30 Softgels, 30 Day Supply", "asin": "B0DVBKH321", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nature's Bounty Immune 24 Hour +, The only Vitamin C with 24 Hour Immune Support from Ester C, Rapid Release Softgels, 50 Count", "asin": "B08KHZQTML", "price": "$10.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "NutriFlair Liposomal Vitamin C, 180 Capsules - High Absorption, Fat Soluble VIT C, Antioxidant Supplement, Higher Bioavailability Immune System Support & Collagen Booster, Non-GMO, Vegan Pills", "asin": "B07DH1ZJZ9", "price": "$20.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nutricost Vitamin C with Rose HIPS 1025mg, 240 Capsules - Vitamin C 1,000mg, Rose HIPS 25mg, Premium, Non-GMO, Gluten Free Supplement", "asin": "B074GCB1ND", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vitamin C", "asin": "B086Z3CDWF", "price": "$7.00", "delivery": " FREE delivery"},
{"title": "Amazon Basics Vitamin C 250 mg Gummies, Orange, 150 Count (2 per Serving), Immune Health (Previously Solimo)", "asin": "B07BBMND7W", "price": "$9.81", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "NatureWise Vitamin C 1000mg Capsules - Extra Strength Dietary Supplement for Daily Immune Support & Collagen Synthesis - Vegan, Non-GMO, Gluten Free - 120 Count[4-Month Supply]", "asin": "B0DB3MDK8B", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Chewable Vitamin C 500 mg, Dietary Supplement for Immune Support, 150 Tablets, 150 Day Supply", "asin": "B018EAP21O", "price": "$14.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Dosage Vitamin C 500 mg per serving, Dietary Supplement for Immune Support, 60 Gummies, 30 Day Supply", "asin": "B08FNSB7YN", "price": "$11.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)", "asin": "B086PL2D5R", "price": "$22.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Elements Vitamin C 1000mg, Supports Healthy Immune System, Vegan, 300 Tablets, 10 month supply", "asin": "B07122C9VC", "price": "$15.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 500 mg with Rose Hips, Dietary Supplement for Immune Support, 130 Caplets, 130 Day Supply", "asin": "B0000DJAVX", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nutrivein Premium Liposomal Vitamin C Supplement 1650mg - 180 Caps: High-Absorption Vitamin C Capsules for Whole-Body Defenses & Overall Well-Being", "asin": "B07K8QLGHN", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "365 Everyday Value, Vitamin C 1000mg, 250 ct", "asin": "B074MFYHTF", "price": "$17.16", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "PURE SYNERGY Pure Radiance C | Organic Vitamin C Capsules | 100% Natural, Whole Food, Non-GMO Supplement with Camu Camu Extract | for Immune and Collagen Support (90 Capsules)", "asin": "B008HFOLXW", "price": "$32.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Immune Support Vitamin C 2000 mg - 200 Tablets - with Zinc, Elderberry, Rose Hip, Echinacea - Boosts Immune System- Made in USA", "asin": "B087JYZWFK", "price": "$28.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Ester-C American Health with Citrus Bioflavonoids Capsules (3 Pack) - 24-Hour Immune Support, Gentle On Stomach, Non-Acidic Vitamin C - Non-GMO, Gluten-Free - 1000 mg, 90 Count", "asin": "B072KCDJJP", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Carlyle Vitamin C 1000mg | 300 Vegetarian Caplets | Ascorbic Acid with Wild Rose HIPS | High Strength Formula | Non-GMO and Gluten Free Supplement", "asin": "B08BJ84WHK", "price": "$14.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Carlyle Vitamin C 2000mg | with Rose HIPS | 150 Caplets | Vegetarian, Non-GMO, Gluten Free Supplement", "asin": "B09MSQ97SB", "price": "$14.23", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Super C with Vitamin D3 and Zinc, Dietary Supplement for Immune Support, 60 Tablets, 60 Day Supply", "asin": "B07Q3SWL3X", "price": "$8.55", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Zero Sugar Vitamin C Gummies 250 mg per Serving, Immune & Antioxidant Support, Aspartame Free, 100 Sugar Free Gummies, 50 Day Supply", "asin": "B0CTNXHXM4", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "NOW Foods Supplements, Vitamin C-1,000 with 100 mg of Bioflavonoids, Antioxidant Protection*, 250 Veg Capsules", "asin": "B0013OUNK4", "price": "$18.25", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 60 Softgels, 60 Day Supply", "asin": "B00I689DHY", "price": "$11.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wholesome Wellness Liposomal Vitamin C Capsules (200 Pills 1500mg Buffered) High Absorption, Immune System & Collagen Booster, High Dose Fat Soluble Immunity Support Ascorbic Acid, Natural Vegan", "asin": "B086GK9SWD", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Solgar Vitamin C 500 mg, 250 Vegetable Capsules - Antioxidant & Immune Support - Overall Health - Supports Healthy Skin & Joints - Non-GMO, Vegan, Gluten Free, Kosher - 250 Servings", "asin": "B0011FUSGY", "price": "$21.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pure Encapsulations Ascorbic Acid Capsules - 1,000 mg Vitamin C - Antioxidant & Immune Support* - High-Potency Vitamin C - Vegan & Non-GMO - 90 Capsules", "asin": "B000GX7E8W", "price": "$21.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LivOn Laboratories Lypo\u2013Spheric Vitamin C \u2013 1,000 mg Vitamin C & 1,000 mg Essential Phospholipids Per Packet \u2013 Liposome Encapsulated for Improved Absorption \u2013 Non\u2013GMO(2 Cartons,60 Packets)", "asin": "B0089EYWEE", "price": "$85.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "LivOn Laboratories Lypo\u2013Spheric Vitamin C, 1000 mg Vitamin C & 1000 mg Essential Phospholipids Per Packet, Liposome Encapsulated for Improved Absorption, 100% Non\u2013GMO, 1 Carton, 0.2 Fl Oz (Pack of 30)", "asin": "B01AE60A3G", "price": "$42.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Liposomal Vitamin C Capsules - 1500mg - Made with Organic Acerola Cherries & Camu Camu, High Potency Vitamin C Liposomal - Immune Support Supplement, Enhanced Absorption & Bioavailability - 180 count", "asin": "B086D3TN83", "price": "$23.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vitafusion Extra Strength Power C Gummy Vitamins, Tropical Citrus Flavored Immune Support (1) Vitamins, 92 Count", "asin": "B08WBN1THJ", "price": "$10.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Horb\u00e4ach Vitamin C 1000mg | 250 Capsules | with Bioflavonoids and Rose HIPS | Non-GMO, Gluten Free Supplement | High Strength Formula", "asin": "B08BJ83XPQ", "price": "$16.22", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 1000 mg Time Release Tablets with Rose Hips, 60 Count to Help Support the Immune System", "asin": "B000YN3LMC", "price": "$12.99", "delivery": "FREE delivery Apr 23 - 29 for Prime members"},
{"title": "Bronson Vitamin C 500 MG Supports a Healthy Immune System & Antioxidant Protection, Non-GMO, 250 Vegetarian Tablets", "asin": "B0CJ1294X7", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Doctor's Best Vitamin C with Q-C - Vitamin C 1000mg Non-GMO, Vegan, Gluten Free, Soy Free, Sourced from Scotland Veggie Caps, 120 Count", "asin": "B005CD3J4O", "price": "$17.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Emergen-C 750mg Vitamin C Gummies for Adults, Immune Support Gummies, Gluten Free, Strawberry, Lemon and Blueberry Flavors - 45 Count", "asin": "B07NWD6S3F", "price": "$13.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics Vitamin C 1000 mg with Rose Hips 5mg, 90 tablets (1 per serving), Gluten Free", "asin": "B09T5QT7TG", "price": "$6.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Airborne 1000mg Vitamin C with Vitamin D & Zinc, Multivitamin Immune Support Supplement, Antioxidants Vitamins A C & Vitamin E, 116 Chewable Tablets, Citrus Flavor", "asin": "B0096YTCFK", "price": "$20.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "NOW Supplements, Liposomal Vitamin C, Immune & Collagen Support, 120 Veg Capsules", "asin": "B0BV8BM7LX", "price": "$17.23", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Life Extension Vitamin C & Bio-Quercetin Phytosome \u2013 Vitamin C Plus Ultra-Absorbable Quercetin for Immune Support \u2013 Gluten-Free, Non-GMO, Vegetarian \u2013 250 Vegetarian Tablets", "asin": "B07KVX6B5N", "price": "$21.68", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Carlyle Vitamin C Chewables | 1000mg | 180 Tablets | Vegetarian, Non-GMO, Gluten Free Supplement", "asin": "B094K2XS45", "price": "$15.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Supplements for Immune Support, Caffeine Free Fizzy Drink Mix, Raspberry Flavor - 30 Count/1 Month Supply", "asin": "B0009RF8KG", "price": "$12.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:36:41.227Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-10T21:36:41.227Z\",\"action\": \"click_product\",\"acion_argument\": \"B08FNG91XM\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:36:41.227Z\",\"action\": \"click_product\",\"acion_argument\": \"B08FNG91XM\",}</answer>",
"index": 1060,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:21.008Z\", \"action\": \"purchase\", \"action_argument\": \"B08FNG91XM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:36:25.628Z\", \"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\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07JH4R881\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\\nVitamin C275 Count (Pack of 1)\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\"},\n{\"title\": \"Emergen-C Immune+ Triple Action Immune Support Powder, BetaVia (R), 1000mg Vitamin C, B Vitamins, Vitamin D and Antioxidants, Raspberry \\u2013 30 Count\", \"asin\": \"B00ND99HY0\"},\n{\"title\": \"Emergen-C Kidz Crystals, On-the-Go Emergen-C Immune Support Supplement with Vitamin C, B Vitamins, Zinc and Manganese, Sparkly Strawberry - 56 Stick Packs\", \"asin\": \"B0BTMDYHJ3\"}],\n\"search_results\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"TruSkin Vitamin C Serum For Face \\u2013 Anti Aging Formula with Vitamin C, Hyaluronic Acid, Vitamin E \\u2013 Brightening Serum \\u2013 Improve Appearance of Dark Spots, Tone, Fine Lines & Wrinkles, 1 Fl Oz\", \"asin\": \"B01M4MCUAF\", \"price\": \"$21.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B0000DJASY\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C + Rose Hips, Immune Support, 1000mg, Coated Caplets, 100 Ct\", \"asin\": \"B0019GE9HE\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Maximum Strength Dosage Vitamin C 1000mg per Serving, Immune Support Vitamin C Gummies for Adults, 80 Vitamin C Gummies, 20 Day Supply\", \"asin\": \"B0CBVWPPR9\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 250 mg per serving, Dietary Supplement for Immune Support, 150 Gummies, 75 Day Supply\", \"asin\": \"B00IOBAK02\", \"price\": \"$7.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B018EAPQ38\", \"price\": \"$7.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Wellblends ImmuneMAX Gummies, Vitamin C 1000mg + Zinc, Selenium, & Vitamin D3 5000 IU, Immune Support Supplement, 42 Gummies\", \"asin\": \"B09RQYP87P\", \"price\": \"$11.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\", \"price\": \"$33.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vitafusion Power C Vitamin C Gummies for Immune Support, Orange Flavored, 282 mg Vitamin C, America\\u2019s Number 1 Gummy Vitamin Brand, 50 Day Supply, 150 Count\", \"asin\": \"B003FW4UME\", \"price\": \"$9.48\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"THORNE Vitamin C - Blend of Vitamin C and Citrus Bioflavonoids from Oranges - Support Immune System, Production of Cellular Energy, Collagen Production and Healthy Tissue* - Gluten-Free - 90 Capsules\", \"asin\": \"B09FYFM7N3\", \"price\": \"$21.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature\\u2019s Bounty Vitamin C, Supports a Healthy Immune System, Vitamin Supplement, 500mg, 250 Tablets\", \"asin\": \"B000GG87V2\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with Rose Hips, Sustained Release, Antioxidant Protection*, 250 Tablets\", \"asin\": \"B0013P1GD6\", \"price\": \"$10.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 1000 mg, 90 Tablets - Antioxidant & Immune Support, Overall Health, Healthy Skin & Joints - Bioflavonoids Supplement - Non-GMO, Vegan, Gluten Free, Kosher - 90 Servings\", \"asin\": \"B000Z8WY3I\", \"price\": \"$11.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"SIGNIFY NATURE Vitamin C 1000mg Effervescent Tablets - Potent Immune Support VIT C with Zinc Supplement - Sugar-Free & Vegan Formula | Dissolvable Vitamin C Tablets - Water Soluble Fizzy Elixir - 80CT\", \"asin\": \"B08KRKS47Y\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Nature Made Hair Growth Softgels with Lustriva, Biotin, Vitamin C & A, Support Healthy Hair as You Age, 30 Softgels, 30 Day Supply\", \"asin\": \"B0DVBKH321\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nature's Bounty Immune 24 Hour +, The only Vitamin C with 24 Hour Immune Support from Ester C, Rapid Release Softgels, 50 Count\", \"asin\": \"B08KHZQTML\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NutriFlair Liposomal Vitamin C, 180 Capsules - High Absorption, Fat Soluble VIT C, Antioxidant Supplement, Higher Bioavailability Immune System Support & Collagen Booster, Non-GMO, Vegan Pills\", \"asin\": \"B07DH1ZJZ9\", \"price\": \"$20.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutricost Vitamin C with Rose HIPS 1025mg, 240 Capsules - Vitamin C 1,000mg, Rose HIPS 25mg, Premium, Non-GMO, Gluten Free Supplement\", \"asin\": \"B074GCB1ND\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitamin C\", \"asin\": \"B086Z3CDWF\", \"price\": \"$7.00\", \"delivery\": \" FREE delivery\"},\n{\"title\": \"Amazon Basics Vitamin C 250 mg Gummies, Orange, 150 Count (2 per Serving), Immune Health (Previously Solimo)\", \"asin\": \"B07BBMND7W\", \"price\": \"$9.81\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NatureWise Vitamin C 1000mg Capsules - Extra Strength Dietary Supplement for Daily Immune Support & Collagen Synthesis - Vegan, Non-GMO, Gluten Free - 120 Count[4-Month Supply]\", \"asin\": \"B0DB3MDK8B\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Chewable Vitamin C 500 mg, Dietary Supplement for Immune Support, 150 Tablets, 150 Day Supply\", \"asin\": \"B018EAP21O\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Vitamin C 500 mg per serving, Dietary Supplement for Immune Support, 60 Gummies, 30 Day Supply\", \"asin\": \"B08FNSB7YN\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Elements Vitamin C 1000mg, Supports Healthy Immune System, Vegan, 300 Tablets, 10 month supply\", \"asin\": \"B07122C9VC\", \"price\": \"$15.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg with Rose Hips, Dietary Supplement for Immune Support, 130 Caplets, 130 Day Supply\", \"asin\": \"B0000DJAVX\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutrivein Premium Liposomal Vitamin C Supplement 1650mg - 180 Caps: High-Absorption Vitamin C Capsules for Whole-Body Defenses & Overall Well-Being\", \"asin\": \"B07K8QLGHN\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"365 Everyday Value, Vitamin C 1000mg, 250 ct\", \"asin\": \"B074MFYHTF\", \"price\": \"$17.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"PURE SYNERGY Pure Radiance C | Organic Vitamin C Capsules | 100% Natural, Whole Food, Non-GMO Supplement with Camu Camu Extract | for Immune and Collagen Support (90 Capsules)\", \"asin\": \"B008HFOLXW\", \"price\": \"$32.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Immune Support Vitamin C 2000 mg - 200 Tablets - with Zinc, Elderberry, Rose Hip, Echinacea - Boosts Immune System- Made in USA\", \"asin\": \"B087JYZWFK\", \"price\": \"$28.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ester-C American Health with Citrus Bioflavonoids Capsules (3 Pack) - 24-Hour Immune Support, Gentle On Stomach, Non-Acidic Vitamin C - Non-GMO, Gluten-Free - 1000 mg, 90 Count\", \"asin\": \"B072KCDJJP\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 1000mg | 300 Vegetarian Caplets | Ascorbic Acid with Wild Rose HIPS | High Strength Formula | Non-GMO and Gluten Free Supplement\", \"asin\": \"B08BJ84WHK\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 2000mg | with Rose HIPS | 150 Caplets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B09MSQ97SB\", \"price\": \"$14.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Super C with Vitamin D3 and Zinc, Dietary Supplement for Immune Support, 60 Tablets, 60 Day Supply\", \"asin\": \"B07Q3SWL3X\", \"price\": \"$8.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Zero Sugar Vitamin C Gummies 250 mg per Serving, Immune & Antioxidant Support, Aspartame Free, 100 Sugar Free Gummies, 50 Day Supply\", \"asin\": \"B0CTNXHXM4\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with 100 mg of Bioflavonoids, Antioxidant Protection*, 250 Veg Capsules\", \"asin\": \"B0013OUNK4\", \"price\": \"$18.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 60 Softgels, 60 Day Supply\", \"asin\": \"B00I689DHY\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wholesome Wellness Liposomal Vitamin C Capsules (200 Pills 1500mg Buffered) High Absorption, Immune System & Collagen Booster, High Dose Fat Soluble Immunity Support Ascorbic Acid, Natural Vegan\", \"asin\": \"B086GK9SWD\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 500 mg, 250 Vegetable Capsules - Antioxidant & Immune Support - Overall Health - Supports Healthy Skin & Joints - Non-GMO, Vegan, Gluten Free, Kosher - 250 Servings\", \"asin\": \"B0011FUSGY\", \"price\": \"$21.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pure Encapsulations Ascorbic Acid Capsules - 1,000 mg Vitamin C - Antioxidant & Immune Support* - High-Potency Vitamin C - Vegan & Non-GMO - 90 Capsules\", \"asin\": \"B000GX7E8W\", \"price\": \"$21.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C \\u2013 1,000 mg Vitamin C & 1,000 mg Essential Phospholipids Per Packet \\u2013 Liposome Encapsulated for Improved Absorption \\u2013 Non\\u2013GMO(2 Cartons,60 Packets)\", \"asin\": \"B0089EYWEE\", \"price\": \"$85.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C, 1000 mg Vitamin C & 1000 mg Essential Phospholipids Per Packet, Liposome Encapsulated for Improved Absorption, 100% Non\\u2013GMO, 1 Carton, 0.2 Fl Oz (Pack of 30)\", \"asin\": \"B01AE60A3G\", \"price\": \"$42.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Liposomal Vitamin C Capsules - 1500mg - Made with Organic Acerola Cherries & Camu Camu, High Potency Vitamin C Liposomal - Immune Support Supplement, Enhanced Absorption & Bioavailability - 180 count\", \"asin\": \"B086D3TN83\", \"price\": \"$23.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitafusion Extra Strength Power C Gummy Vitamins, Tropical Citrus Flavored Immune Support (1) Vitamins, 92 Count\", \"asin\": \"B08WBN1THJ\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Horb\\u00e4ach Vitamin C 1000mg | 250 Capsules | with Bioflavonoids and Rose HIPS | Non-GMO, Gluten Free Supplement | High Strength Formula\", \"asin\": \"B08BJ83XPQ\", \"price\": \"$16.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 1000 mg Time Release Tablets with Rose Hips, 60 Count to Help Support the Immune System\", \"asin\": \"B000YN3LMC\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Bronson Vitamin C 500 MG Supports a Healthy Immune System & Antioxidant Protection, Non-GMO, 250 Vegetarian Tablets\", \"asin\": \"B0CJ1294X7\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Doctor's Best Vitamin C with Q-C - Vitamin C 1000mg Non-GMO, Vegan, Gluten Free, Soy Free, Sourced from Scotland Veggie Caps, 120 Count\", \"asin\": \"B005CD3J4O\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 750mg Vitamin C Gummies for Adults, Immune Support Gummies, Gluten Free, Strawberry, Lemon and Blueberry Flavors - 45 Count\", \"asin\": \"B07NWD6S3F\", \"price\": \"$13.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Vitamin C 1000 mg with Rose Hips 5mg, 90 tablets (1 per serving), Gluten Free\", \"asin\": \"B09T5QT7TG\", \"price\": \"$6.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 1000mg Vitamin C with Vitamin D & Zinc, Multivitamin Immune Support Supplement, Antioxidants Vitamins A C & Vitamin E, 116 Chewable Tablets, Citrus Flavor\", \"asin\": \"B0096YTCFK\", \"price\": \"$20.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"NOW Supplements, Liposomal Vitamin C, Immune & Collagen Support, 120 Veg Capsules\", \"asin\": \"B0BV8BM7LX\", \"price\": \"$17.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Life Extension Vitamin C & Bio-Quercetin Phytosome \\u2013 Vitamin C Plus Ultra-Absorbable Quercetin for Immune Support \\u2013 Gluten-Free, Non-GMO, Vegetarian \\u2013 250 Vegetarian Tablets\", \"asin\": \"B07KVX6B5N\", \"price\": \"$21.68\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C Chewables | 1000mg | 180 Tablets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B094K2XS45\", \"price\": \"$15.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Supplements for Immune Support, Caffeine Free Fizzy Drink Mix, Raspberry Flavor - 30 Count/1 Month Supply\", \"asin\": \"B0009RF8KG\", \"price\": \"$12.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:41.227Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:21.008Z\", \"action\": \"purchase\", \"action_argument\": \"B08FNG91XM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:36:25.628Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T21:36:41.227Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07JH4R881\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\\nVitamin C275 Count (Pack of 1)\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\"},\n{\"title\": \"Emergen-C Immune+ Triple Action Immune Support Powder, BetaVia (R), 1000mg Vitamin C, B Vitamins, Vitamin D and Antioxidants, Raspberry \\u2013 30 Count\", \"asin\": \"B00ND99HY0\"},\n{\"title\": \"Emergen-C Kidz Crystals, On-the-Go Emergen-C Immune Support Supplement with Vitamin C, B Vitamins, Zinc and Manganese, Sparkly Strawberry - 56 Stick Packs\", \"asin\": \"B0BTMDYHJ3\"}],\n\"search_results\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"TruSkin Vitamin C Serum For Face \\u2013 Anti Aging Formula with Vitamin C, Hyaluronic Acid, Vitamin E \\u2013 Brightening Serum \\u2013 Improve Appearance of Dark Spots, Tone, Fine Lines & Wrinkles, 1 Fl Oz\", \"asin\": \"B01M4MCUAF\", \"price\": \"$21.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B0000DJASY\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C + Rose Hips, Immune Support, 1000mg, Coated Caplets, 100 Ct\", \"asin\": \"B0019GE9HE\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Maximum Strength Dosage Vitamin C 1000mg per Serving, Immune Support Vitamin C Gummies for Adults, 80 Vitamin C Gummies, 20 Day Supply\", \"asin\": \"B0CBVWPPR9\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 250 mg per serving, Dietary Supplement for Immune Support, 150 Gummies, 75 Day Supply\", \"asin\": \"B00IOBAK02\", \"price\": \"$7.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B018EAPQ38\", \"price\": \"$7.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Wellblends ImmuneMAX Gummies, Vitamin C 1000mg + Zinc, Selenium, & Vitamin D3 5000 IU, Immune Support Supplement, 42 Gummies\", \"asin\": \"B09RQYP87P\", \"price\": \"$11.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\", \"price\": \"$33.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vitafusion Power C Vitamin C Gummies for Immune Support, Orange Flavored, 282 mg Vitamin C, America\\u2019s Number 1 Gummy Vitamin Brand, 50 Day Supply, 150 Count\", \"asin\": \"B003FW4UME\", \"price\": \"$9.48\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"THORNE Vitamin C - Blend of Vitamin C and Citrus Bioflavonoids from Oranges - Support Immune System, Production of Cellular Energy, Collagen Production and Healthy Tissue* - Gluten-Free - 90 Capsules\", \"asin\": \"B09FYFM7N3\", \"price\": \"$21.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature\\u2019s Bounty Vitamin C, Supports a Healthy Immune System, Vitamin Supplement, 500mg, 250 Tablets\", \"asin\": \"B000GG87V2\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with Rose Hips, Sustained Release, Antioxidant Protection*, 250 Tablets\", \"asin\": \"B0013P1GD6\", \"price\": \"$10.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 1000 mg, 90 Tablets - Antioxidant & Immune Support, Overall Health, Healthy Skin & Joints - Bioflavonoids Supplement - Non-GMO, Vegan, Gluten Free, Kosher - 90 Servings\", \"asin\": \"B000Z8WY3I\", \"price\": \"$11.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"SIGNIFY NATURE Vitamin C 1000mg Effervescent Tablets - Potent Immune Support VIT C with Zinc Supplement - Sugar-Free & Vegan Formula | Dissolvable Vitamin C Tablets - Water Soluble Fizzy Elixir - 80CT\", \"asin\": \"B08KRKS47Y\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Nature Made Hair Growth Softgels with Lustriva, Biotin, Vitamin C & A, Support Healthy Hair as You Age, 30 Softgels, 30 Day Supply\", \"asin\": \"B0DVBKH321\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nature's Bounty Immune 24 Hour +, The only Vitamin C with 24 Hour Immune Support from Ester C, Rapid Release Softgels, 50 Count\", \"asin\": \"B08KHZQTML\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NutriFlair Liposomal Vitamin C, 180 Capsules - High Absorption, Fat Soluble VIT C, Antioxidant Supplement, Higher Bioavailability Immune System Support & Collagen Booster, Non-GMO, Vegan Pills\", \"asin\": \"B07DH1ZJZ9\", \"price\": \"$20.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutricost Vitamin C with Rose HIPS 1025mg, 240 Capsules - Vitamin C 1,000mg, Rose HIPS 25mg, Premium, Non-GMO, Gluten Free Supplement\", \"asin\": \"B074GCB1ND\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitamin C\", \"asin\": \"B086Z3CDWF\", \"price\": \"$7.00\", \"delivery\": \" FREE delivery\"},\n{\"title\": \"Amazon Basics Vitamin C 250 mg Gummies, Orange, 150 Count (2 per Serving), Immune Health (Previously Solimo)\", \"asin\": \"B07BBMND7W\", \"price\": \"$9.81\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NatureWise Vitamin C 1000mg Capsules - Extra Strength Dietary Supplement for Daily Immune Support & Collagen Synthesis - Vegan, Non-GMO, Gluten Free - 120 Count[4-Month Supply]\", \"asin\": \"B0DB3MDK8B\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Chewable Vitamin C 500 mg, Dietary Supplement for Immune Support, 150 Tablets, 150 Day Supply\", \"asin\": \"B018EAP21O\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Vitamin C 500 mg per serving, Dietary Supplement for Immune Support, 60 Gummies, 30 Day Supply\", \"asin\": \"B08FNSB7YN\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Elements Vitamin C 1000mg, Supports Healthy Immune System, Vegan, 300 Tablets, 10 month supply\", \"asin\": \"B07122C9VC\", \"price\": \"$15.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg with Rose Hips, Dietary Supplement for Immune Support, 130 Caplets, 130 Day Supply\", \"asin\": \"B0000DJAVX\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutrivein Premium Liposomal Vitamin C Supplement 1650mg - 180 Caps: High-Absorption Vitamin C Capsules for Whole-Body Defenses & Overall Well-Being\", \"asin\": \"B07K8QLGHN\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"365 Everyday Value, Vitamin C 1000mg, 250 ct\", \"asin\": \"B074MFYHTF\", \"price\": \"$17.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"PURE SYNERGY Pure Radiance C | Organic Vitamin C Capsules | 100% Natural, Whole Food, Non-GMO Supplement with Camu Camu Extract | for Immune and Collagen Support (90 Capsules)\", \"asin\": \"B008HFOLXW\", \"price\": \"$32.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Immune Support Vitamin C 2000 mg - 200 Tablets - with Zinc, Elderberry, Rose Hip, Echinacea - Boosts Immune System- Made in USA\", \"asin\": \"B087JYZWFK\", \"price\": \"$28.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ester-C American Health with Citrus Bioflavonoids Capsules (3 Pack) - 24-Hour Immune Support, Gentle On Stomach, Non-Acidic Vitamin C - Non-GMO, Gluten-Free - 1000 mg, 90 Count\", \"asin\": \"B072KCDJJP\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 1000mg | 300 Vegetarian Caplets | Ascorbic Acid with Wild Rose HIPS | High Strength Formula | Non-GMO and Gluten Free Supplement\", \"asin\": \"B08BJ84WHK\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 2000mg | with Rose HIPS | 150 Caplets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B09MSQ97SB\", \"price\": \"$14.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Super C with Vitamin D3 and Zinc, Dietary Supplement for Immune Support, 60 Tablets, 60 Day Supply\", \"asin\": \"B07Q3SWL3X\", \"price\": \"$8.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Zero Sugar Vitamin C Gummies 250 mg per Serving, Immune & Antioxidant Support, Aspartame Free, 100 Sugar Free Gummies, 50 Day Supply\", \"asin\": \"B0CTNXHXM4\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with 100 mg of Bioflavonoids, Antioxidant Protection*, 250 Veg Capsules\", \"asin\": \"B0013OUNK4\", \"price\": \"$18.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 60 Softgels, 60 Day Supply\", \"asin\": \"B00I689DHY\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wholesome Wellness Liposomal Vitamin C Capsules (200 Pills 1500mg Buffered) High Absorption, Immune System & Collagen Booster, High Dose Fat Soluble Immunity Support Ascorbic Acid, Natural Vegan\", \"asin\": \"B086GK9SWD\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 500 mg, 250 Vegetable Capsules - Antioxidant & Immune Support - Overall Health - Supports Healthy Skin & Joints - Non-GMO, Vegan, Gluten Free, Kosher - 250 Servings\", \"asin\": \"B0011FUSGY\", \"price\": \"$21.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pure Encapsulations Ascorbic Acid Capsules - 1,000 mg Vitamin C - Antioxidant & Immune Support* - High-Potency Vitamin C - Vegan & Non-GMO - 90 Capsules\", \"asin\": \"B000GX7E8W\", \"price\": \"$21.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C \\u2013 1,000 mg Vitamin C & 1,000 mg Essential Phospholipids Per Packet \\u2013 Liposome Encapsulated for Improved Absorption \\u2013 Non\\u2013GMO(2 Cartons,60 Packets)\", \"asin\": \"B0089EYWEE\", \"price\": \"$85.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C, 1000 mg Vitamin C & 1000 mg Essential Phospholipids Per Packet, Liposome Encapsulated for Improved Absorption, 100% Non\\u2013GMO, 1 Carton, 0.2 Fl Oz (Pack of 30)\", \"asin\": \"B01AE60A3G\", \"price\": \"$42.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Liposomal Vitamin C Capsules - 1500mg - Made with Organic Acerola Cherries & Camu Camu, High Potency Vitamin C Liposomal - Immune Support Supplement, Enhanced Absorption & Bioavailability - 180 count\", \"asin\": \"B086D3TN83\", \"price\": \"$23.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitafusion Extra Strength Power C Gummy Vitamins, Tropical Citrus Flavored Immune Support (1) Vitamins, 92 Count\", \"asin\": \"B08WBN1THJ\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Horb\\u00e4ach Vitamin C 1000mg | 250 Capsules | with Bioflavonoids and Rose HIPS | Non-GMO, Gluten Free Supplement | High Strength Formula\", \"asin\": \"B08BJ83XPQ\", \"price\": \"$16.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 1000 mg Time Release Tablets with Rose Hips, 60 Count to Help Support the Immune System\", \"asin\": \"B000YN3LMC\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Bronson Vitamin C 500 MG Supports a Healthy Immune System & Antioxidant Protection, Non-GMO, 250 Vegetarian Tablets\", \"asin\": \"B0CJ1294X7\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Doctor's Best Vitamin C with Q-C - Vitamin C 1000mg Non-GMO, Vegan, Gluten Free, Soy Free, Sourced from Scotland Veggie Caps, 120 Count\", \"asin\": \"B005CD3J4O\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 750mg Vitamin C Gummies for Adults, Immune Support Gummies, Gluten Free, Strawberry, Lemon and Blueberry Flavors - 45 Count\", \"asin\": \"B07NWD6S3F\", \"price\": \"$13.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Vitamin C 1000 mg with Rose Hips 5mg, 90 tablets (1 per serving), Gluten Free\", \"asin\": \"B09T5QT7TG\", \"price\": \"$6.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 1000mg Vitamin C with Vitamin D & Zinc, Multivitamin Immune Support Supplement, Antioxidants Vitamins A C & Vitamin E, 116 Chewable Tablets, Citrus Flavor\", \"asin\": \"B0096YTCFK\", \"price\": \"$20.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"NOW Supplements, Liposomal Vitamin C, Immune & Collagen Support, 120 Veg Capsules\", \"asin\": \"B0BV8BM7LX\", \"price\": \"$17.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Life Extension Vitamin C & Bio-Quercetin Phytosome \\u2013 Vitamin C Plus Ultra-Absorbable Quercetin for Immune Support \\u2013 Gluten-Free, Non-GMO, Vegetarian \\u2013 250 Vegetarian Tablets\", \"asin\": \"B07KVX6B5N\", \"price\": \"$21.68\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C Chewables | 1000mg | 180 Tablets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B094K2XS45\", \"price\": \"$15.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Supplements for Immune Support, Caffeine Free Fizzy Drink Mix, Raspberry Flavor - 30 Count/1 Month Supply\", \"asin\": \"B0009RF8KG\", \"price\": \"$12.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:50.282Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:36:50.282Z
|
click_product
|
B0000DJASY
|
rule
|
train
| 1,061 |
2025-04-10T21:36:50.282Z
|
click_product
|
B0000DJASY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T21:34:38.098Z", "action": "input", "action_argument": "vita"}
{"timestamp": "2025-04-10T21:34:38.228Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T21:36:07.486Z", "action": "click_product", "action_argument": "B08FNG91XM"}
{"timestamp": "2025-04-10T21:36:21.008Z", "action": "purchase", "action_argument": "B08FNG91XM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:36:25.628Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T21:36:41.227Z", "action": "click_product", "action_argument": "B08FNG91XM"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "vitamin c"}],
"cart_items": [{"title": "AI Engineering: Building Applications with Foundation Models", "asin": "1098166302", "price": "$57.74", "quantity": "1"},
{"title": "Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets", "asin": "B07RWN8N9H", "price": "$7.45", "quantity": "1"},
{"title": "LLM Engineer's Handbook: Master the art of engineering large language models from concept to production", "asin": "1836200072", "price": "$39.27", "quantity": "1"},
{"title": "Build a Large Language Model (From Scratch)", "asin": "1633437167", "price": "$47.37", "quantity": "1"},
{"title": "Nexus: A Brief History of Information Networks from the Stone Age to AI", "asin": "059373422X", "price": "$21.71", "quantity": "1"},
{"title": "Butter: A Novel of Food and Murder", "asin": "0063236419", "price": "$15.99", "quantity": "1"},
{"title": "Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\" x 3.3\" x 1\", Black", "asin": "B07S268HGD", "price": "$8.46", "quantity": "1"},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": "1"},
{"title": "The Global War on Tobacco: Mapping the World's First Public Health Treaty", "asin": "1421416832", "price": "$38.36", "quantity": "1"},
{"title": "Allen Carr's Easy Way To Stop Smoking", "asin": "0615482155", "price": "$12.51", "quantity": "1"},
{"title": "JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)", "asin": "B0C89STMFK", "price": "$24.99", "quantity": "1"},
{"title": "Go! More Than a Game: Revised Edition", "asin": "080483475X", "price": "$10.69", "quantity": "1"},
{"title": "Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI", "asin": "0593377370", "price": "$9.89", "quantity": "1"},
{"title": "For Profit: A History of Corporations", "asin": "1541601572", "price": "$13.58", "quantity": "1"}],
"promotion_items": [{"title": "Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\nVitamin C300 Count (Pack of 1)", "asin": "B08YS4ZRTL", "price": "$17.74", "quantity": ""},
{"title": "Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\nVitamin C63 Count (Pack of 2)", "asin": "B08G9JLJ1Y", "price": "$33.39", "quantity": ""},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\nVitamin C0.32 Ounce (Pack of 60)", "asin": "B07CNQ6TTN", "price": "$30.86", "quantity": ""},
{"title": "Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\nVitamin C60 Count (Pack of 1)", "asin": "B0CXZR884Z", "price": "$9.80", "quantity": ""},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\n240 Count (Pack of 1)", "asin": "B086PL2D5R", "price": "$22.95", "quantity": ""},
{"title": "", "asin": "B07JH4R881", "price": "", "quantity": ""},
{"title": "Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\nVitamin C300 Count (Pack of 1)", "asin": "B08YS4ZRTL", "price": "$17.74", "quantity": ""},
{"title": "Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\nVitamin C63 Count (Pack of 2)", "asin": "B08G9JLJ1Y", "price": "$33.39", "quantity": ""},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\nVitamin C0.32 Ounce (Pack of 60)", "asin": "B07CNQ6TTN", "price": "$30.86", "quantity": ""},
{"title": "Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\nVitamin C60 Count (Pack of 1)", "asin": "B0CXZR884Z", "price": "$9.80", "quantity": ""},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\n240 Count (Pack of 1)", "asin": "B086PL2D5R", "price": "$22.95", "quantity": ""},
{"title": "SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\nVitamin C275 Count (Pack of 1)", "asin": "B07JH4R881", "price": "$35.27", "quantity": ""}],
"ads": [{"title": "Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply", "asin": "B0CF5Z1G6J"},
{"title": "Emergen-C Immune+ Triple Action Immune Support Powder, BetaVia (R), 1000mg Vitamin C, B Vitamins, Vitamin D and Antioxidants, Raspberry \u2013 30 Count", "asin": "B00ND99HY0"},
{"title": "Emergen-C Kidz Crystals, On-the-Go Emergen-C Immune Support Supplement with Vitamin C, B Vitamins, Zinc and Manganese, Sparkly Strawberry - 56 Stick Packs", "asin": "B0BTMDYHJ3"}],
"search_results": [{"title": "Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets", "asin": "B08YS4ZRTL", "price": "$17.74", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor", "asin": "B08G9JLJ1Y", "price": "$33.39", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply", "asin": "B07CNQ6TTN", "price": "$30.86", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "TruSkin Vitamin C Serum For Face \u2013 Anti Aging Formula with Vitamin C, Hyaluronic Acid, Vitamin E \u2013 Brightening Serum \u2013 Improve Appearance of Dark Spots, Tone, Fine Lines & Wrinkles, 1 Fl Oz", "asin": "B01M4MCUAF", "price": "$21.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)", "asin": "B086PL2D5R", "price": "$22.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply", "asin": "B0000DJASY", "price": "$9.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature's Bounty Vitamin C + Rose Hips, Immune Support, 1000mg, Coated Caplets, 100 Ct", "asin": "B0019GE9HE", "price": "$7.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply", "asin": "B08FNG91XM", "price": "$7.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Maximum Strength Dosage Vitamin C 1000mg per Serving, Immune Support Vitamin C Gummies for Adults, 80 Vitamin C Gummies, 20 Day Supply", "asin": "B0CBVWPPR9", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 250 mg per serving, Dietary Supplement for Immune Support, 150 Gummies, 75 Day Supply", "asin": "B00IOBAK02", "price": "$7.85", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply", "asin": "B018EAPQ38", "price": "$7.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy", "asin": "B0CXZR884Z", "price": "$9.80", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Wellblends ImmuneMAX Gummies, Vitamin C 1000mg + Zinc, Selenium, & Vitamin D3 5000 IU, Immune Support Supplement, 42 Gummies", "asin": "B09RQYP87P", "price": "$11.59", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply", "asin": "B0CF5Z1G6J", "price": "$33.72", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps", "asin": "B07JH4R881", "price": "$35.27", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Vitafusion Power C Vitamin C Gummies for Immune Support, Orange Flavored, 282 mg Vitamin C, America\u2019s Number 1 Gummy Vitamin Brand, 50 Day Supply, 150 Count", "asin": "B003FW4UME", "price": "$9.48", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "THORNE Vitamin C - Blend of Vitamin C and Citrus Bioflavonoids from Oranges - Support Immune System, Production of Cellular Energy, Collagen Production and Healthy Tissue* - Gluten-Free - 90 Capsules", "asin": "B09FYFM7N3", "price": "$21.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature\u2019s Bounty Vitamin C, Supports a Healthy Immune System, Vitamin Supplement, 500mg, 250 Tablets", "asin": "B000GG87V2"},
{"title": "NOW Foods Supplements, Vitamin C-1,000 with Rose Hips, Sustained Release, Antioxidant Protection*, 250 Tablets", "asin": "B0013P1GD6", "price": "$10.25", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Solgar Vitamin C 1000 mg, 90 Tablets - Antioxidant & Immune Support, Overall Health, Healthy Skin & Joints - Bioflavonoids Supplement - Non-GMO, Vegan, Gluten Free, Kosher - 90 Servings", "asin": "B000Z8WY3I", "price": "$11.02", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "SIGNIFY NATURE Vitamin C 1000mg Effervescent Tablets - Potent Immune Support VIT C with Zinc Supplement - Sugar-Free & Vegan Formula | Dissolvable Vitamin C Tablets - Water Soluble Fizzy Elixir - 80CT", "asin": "B08KRKS47Y", "price": "$28.99", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Nature Made Hair Growth Softgels with Lustriva, Biotin, Vitamin C & A, Support Healthy Hair as You Age, 30 Softgels, 30 Day Supply", "asin": "B0DVBKH321", "price": "$26.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 11"},
{"title": "Nature's Bounty Immune 24 Hour +, The only Vitamin C with 24 Hour Immune Support from Ester C, Rapid Release Softgels, 50 Count", "asin": "B08KHZQTML", "price": "$10.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "NutriFlair Liposomal Vitamin C, 180 Capsules - High Absorption, Fat Soluble VIT C, Antioxidant Supplement, Higher Bioavailability Immune System Support & Collagen Booster, Non-GMO, Vegan Pills", "asin": "B07DH1ZJZ9", "price": "$20.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nutricost Vitamin C with Rose HIPS 1025mg, 240 Capsules - Vitamin C 1,000mg, Rose HIPS 25mg, Premium, Non-GMO, Gluten Free Supplement", "asin": "B074GCB1ND", "price": "$17.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vitamin C", "asin": "B086Z3CDWF", "price": "$7.00", "delivery": " FREE delivery"},
{"title": "Amazon Basics Vitamin C 250 mg Gummies, Orange, 150 Count (2 per Serving), Immune Health (Previously Solimo)", "asin": "B07BBMND7W", "price": "$9.81", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "NatureWise Vitamin C 1000mg Capsules - Extra Strength Dietary Supplement for Daily Immune Support & Collagen Synthesis - Vegan, Non-GMO, Gluten Free - 120 Count[4-Month Supply]", "asin": "B0DB3MDK8B", "price": "$10.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Chewable Vitamin C 500 mg, Dietary Supplement for Immune Support, 150 Tablets, 150 Day Supply", "asin": "B018EAP21O", "price": "$14.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Extra Strength Dosage Vitamin C 500 mg per serving, Dietary Supplement for Immune Support, 60 Gummies, 30 Day Supply", "asin": "B08FNSB7YN", "price": "$11.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)", "asin": "B086PL2D5R", "price": "$22.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Elements Vitamin C 1000mg, Supports Healthy Immune System, Vegan, 300 Tablets, 10 month supply", "asin": "B07122C9VC", "price": "$15.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 500 mg with Rose Hips, Dietary Supplement for Immune Support, 130 Caplets, 130 Day Supply", "asin": "B0000DJAVX", "price": "$9.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nutrivein Premium Liposomal Vitamin C Supplement 1650mg - 180 Caps: High-Absorption Vitamin C Capsules for Whole-Body Defenses & Overall Well-Being", "asin": "B07K8QLGHN", "price": "$20.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "365 Everyday Value, Vitamin C 1000mg, 250 ct", "asin": "B074MFYHTF", "price": "$17.16", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "PURE SYNERGY Pure Radiance C | Organic Vitamin C Capsules | 100% Natural, Whole Food, Non-GMO Supplement with Camu Camu Extract | for Immune and Collagen Support (90 Capsules)", "asin": "B008HFOLXW", "price": "$32.00", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Immune Support Vitamin C 2000 mg - 200 Tablets - with Zinc, Elderberry, Rose Hip, Echinacea - Boosts Immune System- Made in USA", "asin": "B087JYZWFK", "price": "$28.95", "delivery": " Overnight FREE delivery Overnight 7 AM - 11 AM"},
{"title": "Ester-C American Health with Citrus Bioflavonoids Capsules (3 Pack) - 24-Hour Immune Support, Gentle On Stomach, Non-Acidic Vitamin C - Non-GMO, Gluten-Free - 1000 mg, 90 Count", "asin": "B072KCDJJP", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Carlyle Vitamin C 1000mg | 300 Vegetarian Caplets | Ascorbic Acid with Wild Rose HIPS | High Strength Formula | Non-GMO and Gluten Free Supplement", "asin": "B08BJ84WHK", "price": "$14.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Carlyle Vitamin C 2000mg | with Rose HIPS | 150 Caplets | Vegetarian, Non-GMO, Gluten Free Supplement", "asin": "B09MSQ97SB", "price": "$14.23", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Super C with Vitamin D3 and Zinc, Dietary Supplement for Immune Support, 60 Tablets, 60 Day Supply", "asin": "B07Q3SWL3X", "price": "$8.55", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Zero Sugar Vitamin C Gummies 250 mg per Serving, Immune & Antioxidant Support, Aspartame Free, 100 Sugar Free Gummies, 50 Day Supply", "asin": "B0CTNXHXM4", "price": "$14.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "NOW Foods Supplements, Vitamin C-1,000 with 100 mg of Bioflavonoids, Antioxidant Protection*, 250 Veg Capsules", "asin": "B0013OUNK4", "price": "$18.25", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 60 Softgels, 60 Day Supply", "asin": "B00I689DHY", "price": "$11.49", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Wholesome Wellness Liposomal Vitamin C Capsules (200 Pills 1500mg Buffered) High Absorption, Immune System & Collagen Booster, High Dose Fat Soluble Immunity Support Ascorbic Acid, Natural Vegan", "asin": "B086GK9SWD", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Solgar Vitamin C 500 mg, 250 Vegetable Capsules - Antioxidant & Immune Support - Overall Health - Supports Healthy Skin & Joints - Non-GMO, Vegan, Gluten Free, Kosher - 250 Servings", "asin": "B0011FUSGY", "price": "$21.47", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Pure Encapsulations Ascorbic Acid Capsules - 1,000 mg Vitamin C - Antioxidant & Immune Support* - High-Potency Vitamin C - Vegan & Non-GMO - 90 Capsules", "asin": "B000GX7E8W", "price": "$21.40", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "LivOn Laboratories Lypo\u2013Spheric Vitamin C \u2013 1,000 mg Vitamin C & 1,000 mg Essential Phospholipids Per Packet \u2013 Liposome Encapsulated for Improved Absorption \u2013 Non\u2013GMO(2 Cartons,60 Packets)", "asin": "B0089EYWEE", "price": "$85.90", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "LivOn Laboratories Lypo\u2013Spheric Vitamin C, 1000 mg Vitamin C & 1000 mg Essential Phospholipids Per Packet, Liposome Encapsulated for Improved Absorption, 100% Non\u2013GMO, 1 Carton, 0.2 Fl Oz (Pack of 30)", "asin": "B01AE60A3G", "price": "$42.95", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Liposomal Vitamin C Capsules - 1500mg - Made with Organic Acerola Cherries & Camu Camu, High Potency Vitamin C Liposomal - Immune Support Supplement, Enhanced Absorption & Bioavailability - 180 count", "asin": "B086D3TN83", "price": "$23.97", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Vitafusion Extra Strength Power C Gummy Vitamins, Tropical Citrus Flavored Immune Support (1) Vitamins, 92 Count", "asin": "B08WBN1THJ", "price": "$10.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Horb\u00e4ach Vitamin C 1000mg | 250 Capsules | with Bioflavonoids and Rose HIPS | Non-GMO, Gluten Free Supplement | High Strength Formula", "asin": "B08BJ83XPQ", "price": "$16.22", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Nature Made Vitamin C 1000 mg Time Release Tablets with Rose Hips, 60 Count to Help Support the Immune System", "asin": "B000YN3LMC", "price": "$12.99", "delivery": "FREE delivery Apr 23 - 29 for Prime members"},
{"title": "Bronson Vitamin C 500 MG Supports a Healthy Immune System & Antioxidant Protection, Non-GMO, 250 Vegetarian Tablets", "asin": "B0CJ1294X7", "price": "$9.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Doctor's Best Vitamin C with Q-C - Vitamin C 1000mg Non-GMO, Vegan, Gluten Free, Soy Free, Sourced from Scotland Veggie Caps, 120 Count", "asin": "B005CD3J4O", "price": "$17.89", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Emergen-C 750mg Vitamin C Gummies for Adults, Immune Support Gummies, Gluten Free, Strawberry, Lemon and Blueberry Flavors - 45 Count", "asin": "B07NWD6S3F", "price": "$13.79", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Amazon Basics Vitamin C 1000 mg with Rose Hips 5mg, 90 tablets (1 per serving), Gluten Free", "asin": "B09T5QT7TG", "price": "$6.69", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Airborne 1000mg Vitamin C with Vitamin D & Zinc, Multivitamin Immune Support Supplement, Antioxidants Vitamins A C & Vitamin E, 116 Chewable Tablets, Citrus Flavor", "asin": "B0096YTCFK", "price": "$20.38", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "NOW Supplements, Liposomal Vitamin C, Immune & Collagen Support, 120 Veg Capsules", "asin": "B0BV8BM7LX", "price": "$17.23", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Life Extension Vitamin C & Bio-Quercetin Phytosome \u2013 Vitamin C Plus Ultra-Absorbable Quercetin for Immune Support \u2013 Gluten-Free, Non-GMO, Vegetarian \u2013 250 Vegetarian Tablets", "asin": "B07KVX6B5N", "price": "$21.68", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Carlyle Vitamin C Chewables | 1000mg | 180 Tablets | Vegetarian, Non-GMO, Gluten Free Supplement", "asin": "B094K2XS45", "price": "$15.29", "delivery": " One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items"},
{"title": "Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Supplements for Immune Support, Caffeine Free Fizzy Drink Mix, Raspberry Flavor - 30 Count/1 Month Supply", "asin": "B0009RF8KG", "price": "$12.98", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:36:50.282Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-10T21:36:50.282Z\",\"action\": \"click_product\",\"acion_argument\": \"B0000DJASY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:36:50.282Z\",\"action\": \"click_product\",\"acion_argument\": \"B0000DJASY\",}</answer>",
"index": 1061,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:21.008Z\", \"action\": \"purchase\", \"action_argument\": \"B08FNG91XM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:36:25.628Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T21:36:41.227Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"\", \"asin\": \"B07JH4R881\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\\nVitamin C300 Count (Pack of 1)\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"quantity\": \"\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\\nVitamin C63 Count (Pack of 2)\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"quantity\": \"\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\\nVitamin C0.32 Ounce (Pack of 60)\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"quantity\": \"\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\\nVitamin C60 Count (Pack of 1)\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"quantity\": \"\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\\n240 Count (Pack of 1)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\\nVitamin C275 Count (Pack of 1)\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\"},\n{\"title\": \"Emergen-C Immune+ Triple Action Immune Support Powder, BetaVia (R), 1000mg Vitamin C, B Vitamins, Vitamin D and Antioxidants, Raspberry \\u2013 30 Count\", \"asin\": \"B00ND99HY0\"},\n{\"title\": \"Emergen-C Kidz Crystals, On-the-Go Emergen-C Immune Support Supplement with Vitamin C, B Vitamins, Zinc and Manganese, Sparkly Strawberry - 56 Stick Packs\", \"asin\": \"B0BTMDYHJ3\"}],\n\"search_results\": [{\"title\": \"Nature's Bounty Vitamin C, Supports Immune and Antioxidant Health, Vitamin C Supplement, 1000mg, 300 Caplets\", \"asin\": \"B08YS4ZRTL\", \"price\": \"$17.74\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 750mg Vitamin C Gummies For Adults, Immune Support Gummies With Powerful Antioxidants Vit C & E, Caffeine Free - 2x63ct Bottle (42 Servings), Assorted Fruit Flavor\", \"asin\": \"B08G9JLJ1Y\", \"price\": \"$33.39\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Vitamin C Supplements for Immune Support, Caffeine Free Drink Mix, Raspberry Flavor - 60 Count/2 Month Supply\", \"asin\": \"B07CNQ6TTN\", \"price\": \"$30.86\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"TruSkin Vitamin C Serum For Face \\u2013 Anti Aging Formula with Vitamin C, Hyaluronic Acid, Vitamin E \\u2013 Brightening Serum \\u2013 Improve Appearance of Dark Spots, Tone, Fine Lines & Wrinkles, 1 Fl Oz\", \"asin\": \"B01M4MCUAF\", \"price\": \"$21.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B0000DJASY\", \"price\": \"$9.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C + Rose Hips, Immune Support, 1000mg, Coated Caplets, 100 Ct\", \"asin\": \"B0019GE9HE\", \"price\": \"$7.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Maximum Strength Dosage Vitamin C 1000mg per Serving, Immune Support Vitamin C Gummies for Adults, 80 Vitamin C Gummies, 20 Day Supply\", \"asin\": \"B0CBVWPPR9\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 250 mg per serving, Dietary Supplement for Immune Support, 150 Gummies, 75 Day Supply\", \"asin\": \"B00IOBAK02\", \"price\": \"$7.85\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\", \"asin\": \"B018EAPQ38\", \"price\": \"$7.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature's Bounty Vitamin C 700mg, High Potency Vitamin C Gummies for Adults, Immune Support Supplement, Dietary Supplement, Orange Flavor, 60 Chewable Gummy\", \"asin\": \"B0CXZR884Z\", \"price\": \"$9.80\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Wellblends ImmuneMAX Gummies, Vitamin C 1000mg + Zinc, Selenium, & Vitamin D3 5000 IU, Immune Support Supplement, 42 Gummies\", \"asin\": \"B09RQYP87P\", \"price\": \"$11.59\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder for Daily Immune Support Caffeine Free Vitamin C Supplements with Zinc and Manganese, B Vitamins and Electrolytes, Super Orange Flavor - 90 Count/3 Month Supply\", \"asin\": \"B0CF5Z1G6J\", \"price\": \"$33.72\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"SOLARAY Vitamin C 1000mg Timed Release Capsules with Rose HIPS & Acerola Bioflavonoids, Two-Stage for High Absorption & All Day Immune Function Support, 60 Day Guarantee, 275 Servings, 275 VegCaps\", \"asin\": \"B07JH4R881\", \"price\": \"$35.27\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Vitafusion Power C Vitamin C Gummies for Immune Support, Orange Flavored, 282 mg Vitamin C, America\\u2019s Number 1 Gummy Vitamin Brand, 50 Day Supply, 150 Count\", \"asin\": \"B003FW4UME\", \"price\": \"$9.48\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"THORNE Vitamin C - Blend of Vitamin C and Citrus Bioflavonoids from Oranges - Support Immune System, Production of Cellular Energy, Collagen Production and Healthy Tissue* - Gluten-Free - 90 Capsules\", \"asin\": \"B09FYFM7N3\", \"price\": \"$21.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature\\u2019s Bounty Vitamin C, Supports a Healthy Immune System, Vitamin Supplement, 500mg, 250 Tablets\", \"asin\": \"B000GG87V2\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with Rose Hips, Sustained Release, Antioxidant Protection*, 250 Tablets\", \"asin\": \"B0013P1GD6\", \"price\": \"$10.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 1000 mg, 90 Tablets - Antioxidant & Immune Support, Overall Health, Healthy Skin & Joints - Bioflavonoids Supplement - Non-GMO, Vegan, Gluten Free, Kosher - 90 Servings\", \"asin\": \"B000Z8WY3I\", \"price\": \"$11.02\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"SIGNIFY NATURE Vitamin C 1000mg Effervescent Tablets - Potent Immune Support VIT C with Zinc Supplement - Sugar-Free & Vegan Formula | Dissolvable Vitamin C Tablets - Water Soluble Fizzy Elixir - 80CT\", \"asin\": \"B08KRKS47Y\", \"price\": \"$28.99\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Nature Made Hair Growth Softgels with Lustriva, Biotin, Vitamin C & A, Support Healthy Hair as You Age, 30 Softgels, 30 Day Supply\", \"asin\": \"B0DVBKH321\", \"price\": \"$26.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11\"},\n{\"title\": \"Nature's Bounty Immune 24 Hour +, The only Vitamin C with 24 Hour Immune Support from Ester C, Rapid Release Softgels, 50 Count\", \"asin\": \"B08KHZQTML\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NutriFlair Liposomal Vitamin C, 180 Capsules - High Absorption, Fat Soluble VIT C, Antioxidant Supplement, Higher Bioavailability Immune System Support & Collagen Booster, Non-GMO, Vegan Pills\", \"asin\": \"B07DH1ZJZ9\", \"price\": \"$20.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutricost Vitamin C with Rose HIPS 1025mg, 240 Capsules - Vitamin C 1,000mg, Rose HIPS 25mg, Premium, Non-GMO, Gluten Free Supplement\", \"asin\": \"B074GCB1ND\", \"price\": \"$17.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitamin C\", \"asin\": \"B086Z3CDWF\", \"price\": \"$7.00\", \"delivery\": \" FREE delivery\"},\n{\"title\": \"Amazon Basics Vitamin C 250 mg Gummies, Orange, 150 Count (2 per Serving), Immune Health (Previously Solimo)\", \"asin\": \"B07BBMND7W\", \"price\": \"$9.81\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NatureWise Vitamin C 1000mg Capsules - Extra Strength Dietary Supplement for Daily Immune Support & Collagen Synthesis - Vegan, Non-GMO, Gluten Free - 120 Count[4-Month Supply]\", \"asin\": \"B0DB3MDK8B\", \"price\": \"$10.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Chewable Vitamin C 500 mg, Dietary Supplement for Immune Support, 150 Tablets, 150 Day Supply\", \"asin\": \"B018EAP21O\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Extra Strength Dosage Vitamin C 500 mg per serving, Dietary Supplement for Immune Support, 60 Gummies, 30 Day Supply\", \"asin\": \"B08FNSB7YN\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Sports Research Vitamin C 1000mg - Non-GMO Project Verified Ascorbic Acid Vitamin C Supplement for Immune Support & Antioxidant Protection | Vegan Friendly, 8 Month Supply (240 Count)\", \"asin\": \"B086PL2D5R\", \"price\": \"$22.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Elements Vitamin C 1000mg, Supports Healthy Immune System, Vegan, 300 Tablets, 10 month supply\", \"asin\": \"B07122C9VC\", \"price\": \"$15.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg with Rose Hips, Dietary Supplement for Immune Support, 130 Caplets, 130 Day Supply\", \"asin\": \"B0000DJAVX\", \"price\": \"$9.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nutrivein Premium Liposomal Vitamin C Supplement 1650mg - 180 Caps: High-Absorption Vitamin C Capsules for Whole-Body Defenses & Overall Well-Being\", \"asin\": \"B07K8QLGHN\", \"price\": \"$20.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"365 Everyday Value, Vitamin C 1000mg, 250 ct\", \"asin\": \"B074MFYHTF\", \"price\": \"$17.16\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"PURE SYNERGY Pure Radiance C | Organic Vitamin C Capsules | 100% Natural, Whole Food, Non-GMO Supplement with Camu Camu Extract | for Immune and Collagen Support (90 Capsules)\", \"asin\": \"B008HFOLXW\", \"price\": \"$32.00\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Immune Support Vitamin C 2000 mg - 200 Tablets - with Zinc, Elderberry, Rose Hip, Echinacea - Boosts Immune System- Made in USA\", \"asin\": \"B087JYZWFK\", \"price\": \"$28.95\", \"delivery\": \" Overnight FREE delivery Overnight 7 AM - 11 AM\"},\n{\"title\": \"Ester-C American Health with Citrus Bioflavonoids Capsules (3 Pack) - 24-Hour Immune Support, Gentle On Stomach, Non-Acidic Vitamin C - Non-GMO, Gluten-Free - 1000 mg, 90 Count\", \"asin\": \"B072KCDJJP\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 1000mg | 300 Vegetarian Caplets | Ascorbic Acid with Wild Rose HIPS | High Strength Formula | Non-GMO and Gluten Free Supplement\", \"asin\": \"B08BJ84WHK\", \"price\": \"$14.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C 2000mg | with Rose HIPS | 150 Caplets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B09MSQ97SB\", \"price\": \"$14.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Super C with Vitamin D3 and Zinc, Dietary Supplement for Immune Support, 60 Tablets, 60 Day Supply\", \"asin\": \"B07Q3SWL3X\", \"price\": \"$8.55\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Zero Sugar Vitamin C Gummies 250 mg per Serving, Immune & Antioxidant Support, Aspartame Free, 100 Sugar Free Gummies, 50 Day Supply\", \"asin\": \"B0CTNXHXM4\", \"price\": \"$14.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"NOW Foods Supplements, Vitamin C-1,000 with 100 mg of Bioflavonoids, Antioxidant Protection*, 250 Veg Capsules\", \"asin\": \"B0013OUNK4\", \"price\": \"$18.25\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 500 mg, Dietary Supplement for Immune Support, 60 Softgels, 60 Day Supply\", \"asin\": \"B00I689DHY\", \"price\": \"$11.49\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Wholesome Wellness Liposomal Vitamin C Capsules (200 Pills 1500mg Buffered) High Absorption, Immune System & Collagen Booster, High Dose Fat Soluble Immunity Support Ascorbic Acid, Natural Vegan\", \"asin\": \"B086GK9SWD\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Solgar Vitamin C 500 mg, 250 Vegetable Capsules - Antioxidant & Immune Support - Overall Health - Supports Healthy Skin & Joints - Non-GMO, Vegan, Gluten Free, Kosher - 250 Servings\", \"asin\": \"B0011FUSGY\", \"price\": \"$21.47\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Pure Encapsulations Ascorbic Acid Capsules - 1,000 mg Vitamin C - Antioxidant & Immune Support* - High-Potency Vitamin C - Vegan & Non-GMO - 90 Capsules\", \"asin\": \"B000GX7E8W\", \"price\": \"$21.40\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C \\u2013 1,000 mg Vitamin C & 1,000 mg Essential Phospholipids Per Packet \\u2013 Liposome Encapsulated for Improved Absorption \\u2013 Non\\u2013GMO(2 Cartons,60 Packets)\", \"asin\": \"B0089EYWEE\", \"price\": \"$85.90\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"LivOn Laboratories Lypo\\u2013Spheric Vitamin C, 1000 mg Vitamin C & 1000 mg Essential Phospholipids Per Packet, Liposome Encapsulated for Improved Absorption, 100% Non\\u2013GMO, 1 Carton, 0.2 Fl Oz (Pack of 30)\", \"asin\": \"B01AE60A3G\", \"price\": \"$42.95\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Liposomal Vitamin C Capsules - 1500mg - Made with Organic Acerola Cherries & Camu Camu, High Potency Vitamin C Liposomal - Immune Support Supplement, Enhanced Absorption & Bioavailability - 180 count\", \"asin\": \"B086D3TN83\", \"price\": \"$23.97\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Vitafusion Extra Strength Power C Gummy Vitamins, Tropical Citrus Flavored Immune Support (1) Vitamins, 92 Count\", \"asin\": \"B08WBN1THJ\", \"price\": \"$10.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Horb\\u00e4ach Vitamin C 1000mg | 250 Capsules | with Bioflavonoids and Rose HIPS | Non-GMO, Gluten Free Supplement | High Strength Formula\", \"asin\": \"B08BJ83XPQ\", \"price\": \"$16.22\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Nature Made Vitamin C 1000 mg Time Release Tablets with Rose Hips, 60 Count to Help Support the Immune System\", \"asin\": \"B000YN3LMC\", \"price\": \"$12.99\", \"delivery\": \"FREE delivery Apr 23 - 29 for Prime members\"},\n{\"title\": \"Bronson Vitamin C 500 MG Supports a Healthy Immune System & Antioxidant Protection, Non-GMO, 250 Vegetarian Tablets\", \"asin\": \"B0CJ1294X7\", \"price\": \"$9.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Doctor's Best Vitamin C with Q-C - Vitamin C 1000mg Non-GMO, Vegan, Gluten Free, Soy Free, Sourced from Scotland Veggie Caps, 120 Count\", \"asin\": \"B005CD3J4O\", \"price\": \"$17.89\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 750mg Vitamin C Gummies for Adults, Immune Support Gummies, Gluten Free, Strawberry, Lemon and Blueberry Flavors - 45 Count\", \"asin\": \"B07NWD6S3F\", \"price\": \"$13.79\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Amazon Basics Vitamin C 1000 mg with Rose Hips 5mg, 90 tablets (1 per serving), Gluten Free\", \"asin\": \"B09T5QT7TG\", \"price\": \"$6.69\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Airborne 1000mg Vitamin C with Vitamin D & Zinc, Multivitamin Immune Support Supplement, Antioxidants Vitamins A C & Vitamin E, 116 Chewable Tablets, Citrus Flavor\", \"asin\": \"B0096YTCFK\", \"price\": \"$20.38\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"NOW Supplements, Liposomal Vitamin C, Immune & Collagen Support, 120 Veg Capsules\", \"asin\": \"B0BV8BM7LX\", \"price\": \"$17.23\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Life Extension Vitamin C & Bio-Quercetin Phytosome \\u2013 Vitamin C Plus Ultra-Absorbable Quercetin for Immune Support \\u2013 Gluten-Free, Non-GMO, Vegetarian \\u2013 250 Vegetarian Tablets\", \"asin\": \"B07KVX6B5N\", \"price\": \"$21.68\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Carlyle Vitamin C Chewables | 1000mg | 180 Tablets | Vegetarian, Non-GMO, Gluten Free Supplement\", \"asin\": \"B094K2XS45\", \"price\": \"$15.29\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 11 Or FREE delivery Overnight 7 AM - 11 AM on $25 of qualifying items\"},\n{\"title\": \"Emergen-C 1000mg Vitamin C Powder, with Antioxidants, B Vitamins and Electrolytes, Supplements for Immune Support, Caffeine Free Fizzy Drink Mix, Raspberry Flavor - 30 Count/1 Month Supply\", \"asin\": \"B0009RF8KG\", \"price\": \"$12.98\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:50.282Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:21.008Z\", \"action\": \"purchase\", \"action_argument\": \"B08FNG91XM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:36:25.628Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T21:36:41.227Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:50.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0000DJASY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0000DJASY\"},\n{\"title\": \"Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\"},\n{\"price\": \"$9.52\"},\n{\"bullet_list\": \"Immune support supplement: contains one 100 count bottle of Nature Made Vitamin C 1000 mg Extra Strength Tablets for a 100-day supply These Nature Made Vitamin C 1000mg tablets are Vitamin C supplements that help support immune health and provide antioxidant support Vitamin C is necessary for the body to produce collagen, which helps support healthy skin Adults take one of these 1000mg Vitamin C tablets daily with water and a meal This Vitamin C for adults antioxidant supplement has no color added, no artificial flavors, no added preservatives and is gluten free United States Pharmacopeia (USP) Verified, #1 Pharmacist Recommended Vitamin & Supplement Brand* These statements have not been evaluated by the Food and Drug Administration; this product is not intended to diagnose, treat, cure, or prevent any disease\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"100 Count (Pack of 1)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:58.021Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-10T21:36:58.021Z
|
purchase
|
B0000DJASY
|
rule
|
train
| 1,062 |
2025-04-10T21:36:58.021Z
|
purchase
|
B0000DJASY
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-10T21:34:38.098Z", "action": "input", "action_argument": "vita"}
{"timestamp": "2025-04-10T21:34:38.228Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-10T21:36:07.486Z", "action": "click_product", "action_argument": "B08FNG91XM"}
{"timestamp": "2025-04-10T21:36:21.008Z", "action": "purchase", "action_argument": "B08FNG91XM"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-10T21:36:25.628Z", "action": "click", "action_argument": "review"}
{"timestamp": "2025-04-10T21:36:41.227Z", "action": "click_product", "action_argument": "B08FNG91XM"}
{"timestamp": "2025-04-10T21:36:50.282Z", "action": "click_product", "action_argument": "B0000DJASY"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "vitamin c"}],
"cart_items": [{"title": "Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply", "asin": "B08FNG91XM", "price": "$7.49", "quantity": "1"},
{"title": "AI Engineering: Building Applications with Foundation Models", "asin": "1098166302", "price": "$57.74", "quantity": "1"},
{"title": "Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets", "asin": "B07RWN8N9H", "price": "$7.45", "quantity": "1"},
{"title": "LLM Engineer's Handbook: Master the art of engineering large language models from concept to production", "asin": "1836200072", "price": "$39.27", "quantity": "1"},
{"title": "Build a Large Language Model (From Scratch)", "asin": "1633437167", "price": "$47.37", "quantity": "1"},
{"title": "Nexus: A Brief History of Information Networks from the Stone Age to AI", "asin": "059373422X", "price": "$21.71", "quantity": "1"},
{"title": "Butter: A Novel of Food and Murder", "asin": "0063236419", "price": "$15.99", "quantity": "1"},
{"title": "Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\" x 3.3\" x 1\", Black", "asin": "B07S268HGD", "price": "$8.46", "quantity": "1"},
{"title": "Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct", "asin": "B00H5PJ0HW", "price": "$9.50", "quantity": "1"},
{"title": "The Global War on Tobacco: Mapping the World's First Public Health Treaty", "asin": "1421416832", "price": "$38.36", "quantity": "1"},
{"title": "Allen Carr's Easy Way To Stop Smoking", "asin": "0615482155", "price": "$12.51", "quantity": "1"},
{"title": "JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)", "asin": "B0C89STMFK", "price": "$24.99", "quantity": "1"},
{"title": "Go! More Than a Game: Revised Edition", "asin": "080483475X", "price": "$10.69", "quantity": "1"},
{"title": "Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI", "asin": "0593377370", "price": "$9.89", "quantity": "1"},
{"title": "For Profit: A History of Corporations", "asin": "1541601572", "price": "$13.58", "quantity": "1"}],
"product_details": [{"asin": "B0000DJASY"},
{"title": "Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply"},
{"price": "$9.52"},
{"bullet_list": "Immune support supplement: contains one 100 count bottle of Nature Made Vitamin C 1000 mg Extra Strength Tablets for a 100-day supply These Nature Made Vitamin C 1000mg tablets are Vitamin C supplements that help support immune health and provide antioxidant support Vitamin C is necessary for the body to produce collagen, which helps support healthy skin Adults take one of these 1000mg Vitamin C tablets daily with water and a meal This Vitamin C for adults antioxidant supplement has no color added, no artificial flavors, no added preservatives and is gluten free United States Pharmacopeia (USP) Verified, #1 Pharmacist Recommended Vitamin & Supplement Brand* These statements have not been evaluated by the Food and Drug Administration; this product is not intended to diagnose, treat, cure, or prevent any disease"}],
"product_quantity": [{"quantity": "1"},
{"quantity": "1"}],
"product_options": [{"Size": "100 Count (Pack of 1)"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-10T21:36:58.021Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-10T21:36:58.021Z\",\"action\": \"purchase\",\"acion_argument\": \"B0000DJASY\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-10T21:36:58.021Z\",\"action\": \"purchase\",\"acion_argument\": \"B0000DJASY\",}</answer>",
"index": 1062,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-10T21:34:38.098Z\", \"action\": \"input\", \"action_argument\": \"vita\"}\n{\"timestamp\": \"2025-04-10T21:34:38.228Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-10T21:36:07.486Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:21.008Z\", \"action\": \"purchase\", \"action_argument\": \"B08FNG91XM\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-10T21:36:25.628Z\", \"action\": \"click\", \"action_argument\": \"review\"}\n{\"timestamp\": \"2025-04-10T21:36:41.227Z\", \"action\": \"click_product\", \"action_argument\": \"B08FNG91XM\"}\n{\"timestamp\": \"2025-04-10T21:36:50.282Z\", \"action\": \"click_product\", \"action_argument\": \"B0000DJASY\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"vitamin c\"}],\n\"cart_items\": [{\"title\": \"Nature Made Extra Strength Dosage Chewable Vitamin C 1000 mg per serving, Dietary Supplement for Immune Support, 90 Tablets, 45 Day Supply\", \"asin\": \"B08FNG91XM\", \"price\": \"$7.49\", \"quantity\": \"1\"},\n{\"title\": \"AI Engineering: Building Applications with Foundation Models\", \"asin\": \"1098166302\", \"price\": \"$57.74\", \"quantity\": \"1\"},\n{\"title\": \"Ranong Tea Matcha Green Tea Latte Instant Drink Mix 8 Sachets\", \"asin\": \"B07RWN8N9H\", \"price\": \"$7.45\", \"quantity\": \"1\"},\n{\"title\": \"LLM Engineer's Handbook: Master the art of engineering large language models from concept to production\", \"asin\": \"1836200072\", \"price\": \"$39.27\", \"quantity\": \"1\"},\n{\"title\": \"Build a Large Language Model (From Scratch)\", \"asin\": \"1633437167\", \"price\": \"$47.37\", \"quantity\": \"1\"},\n{\"title\": \"Nexus: A Brief History of Information Networks from the Stone Age to AI\", \"asin\": \"059373422X\", \"price\": \"$21.71\", \"quantity\": \"1\"},\n{\"title\": \"Butter: A Novel of Food and Murder\", \"asin\": \"0063236419\", \"price\": \"$15.99\", \"quantity\": \"1\"},\n{\"title\": \"Amazon Basics Rectangular Plastic Desk Organizer, Half Accessory Tray, 9.4\\\" x 3.3\\\" x 1\\\", Black\", \"asin\": \"B07S268HGD\", \"price\": \"$8.46\", \"quantity\": \"1\"},\n{\"title\": \"Nature's Bounty Magnesium, Bone and Muscle Health, Whole Body Support, Tablets, 500 Mg, 200 Ct\", \"asin\": \"B00H5PJ0HW\", \"price\": \"$9.50\", \"quantity\": \"1\"},\n{\"title\": \"The Global War on Tobacco: Mapping the World's First Public Health Treaty\", \"asin\": \"1421416832\", \"price\": \"$38.36\", \"quantity\": \"1\"},\n{\"title\": \"Allen Carr's Easy Way To Stop Smoking\", \"asin\": \"0615482155\", \"price\": \"$12.51\", \"quantity\": \"1\"},\n{\"title\": \"JARLINK Over The Door Organizer Storage, 5 Shelf Hanging Door Organizer with 5 Large Capacity Pockets, Anti Tilt 44 lb Load Behind Door Organizer for Bedroom, Bathroom, Pantry, Nursery, (Grey)\", \"asin\": \"B0C89STMFK\", \"price\": \"$24.99\", \"quantity\": \"1\"},\n{\"title\": \"Go! More Than a Game: Revised Edition\", \"asin\": \"080483475X\", \"price\": \"$10.69\", \"quantity\": \"1\"},\n{\"title\": \"Killers of the Flower Moon: Adapted for Young Readers: The Osage Murders and the Birth of the FBI\", \"asin\": \"0593377370\", \"price\": \"$9.89\", \"quantity\": \"1\"},\n{\"title\": \"For Profit: A History of Corporations\", \"asin\": \"1541601572\", \"price\": \"$13.58\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0000DJASY\"},\n{\"title\": \"Nature Made Extra Strength Vitamin C 1000 mg, Dietary Supplement for Immune Support, 100 Tablets, 100 Day Supply\"},\n{\"price\": \"$9.52\"},\n{\"bullet_list\": \"Immune support supplement: contains one 100 count bottle of Nature Made Vitamin C 1000 mg Extra Strength Tablets for a 100-day supply These Nature Made Vitamin C 1000mg tablets are Vitamin C supplements that help support immune health and provide antioxidant support Vitamin C is necessary for the body to produce collagen, which helps support healthy skin Adults take one of these 1000mg Vitamin C tablets daily with water and a meal This Vitamin C for adults antioxidant supplement has no color added, no artificial flavors, no added preservatives and is gluten free United States Pharmacopeia (USP) Verified, #1 Pharmacist Recommended Vitamin & Supplement Brand* These statements have not been evaluated by the Food and Drug Administration; this product is not intended to diagnose, treat, cure, or prevent any disease\"}],\n\"product_quantity\": [{\"quantity\": \"1\"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"100 Count (Pack of 1)\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-10T21:36:58.021Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:00:14.598Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T17:00:14.598Z
|
click
|
nav_bar
|
rule
|
train
| 1,063 |
2025-04-06T17:00:14.598Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T17:00:14.598Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T17:00:14.598Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T17:00:14.598Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1063,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:00:14.598Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"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\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Renewing Salicylic Acid Cleanser, Formulated With Hyaluronic Acid, Niacinamide, & Ceramides, Gentle BHA Exfoliating Face Wash Smooths & Softens Skin, Non Comedogenic & Fragrance Free, 8 Ounce\", \"asin\": \"B00U1YCRD8\", \"price\": \"$12.37\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 19 Fluid Ounce\", \"asin\": \"B08CQDF382\", \"price\": \"$18.38\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Acne Treatment Face Wash, Salicylic Acid Cleanser with Purifying Clay, Niacinamide, and Ceramides, Pore Control and Blackhead Remover, 8 Ounce\", \"asin\": \"B097WFJ5H2\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion SPF 50, Face Moisturizer with SPF, Hyaluronic Acid, Niacinamide & Ceramides, Non-Greasy, Blends Seamlessly With No White Cast, Non Comedogenic Sunscreen, 3 Oz\", \"asin\": \"B0CTTDLQF3\", \"price\": \"$15.87\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce\", \"asin\": \"B000YJ2SLG\", \"price\": \"$13.68\", \"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\": \"2025-04-06T17:00:16.329Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T17:00:16.329Z
|
click
|
nav_bar
|
rule
|
train
| 1,064 |
2025-04-06T17:00:16.329Z
|
click
|
nav_bar
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T17:00:14.598Z", "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": "CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce", "asin": "B00F97FHAW", "price": "$14.97", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Renewing Salicylic Acid Cleanser, Formulated With Hyaluronic Acid, Niacinamide, & Ceramides, Gentle BHA Exfoliating Face Wash Smooths & Softens Skin, Non Comedogenic & Fragrance Free, 8 Ounce", "asin": "B00U1YCRD8", "price": "$12.37", "quantity": ""},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$18.39", "quantity": ""},
{"title": "CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 19 Fluid Ounce", "asin": "B08CQDF382", "price": "$18.38", "quantity": ""},
{"title": "CeraVe Acne Treatment Face Wash, Salicylic Acid Cleanser with Purifying Clay, Niacinamide, and Ceramides, Pore Control and Blackhead Remover, 8 Ounce", "asin": "B097WFJ5H2", "price": "$14.99", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe AM Facial Moisturizing Lotion SPF 50, Face Moisturizer with SPF, Hyaluronic Acid, Niacinamide & Ceramides, Non-Greasy, Blends Seamlessly With No White Cast, Non Comedogenic Sunscreen, 3 Oz", "asin": "B0CTTDLQF3", "price": "$15.87", "quantity": ""},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce", "asin": "B000YJ2SLG", "price": "$13.68", "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": "2025-04-06T17:00:16.329Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T17:00:16.329Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T17:00:16.329Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1064,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"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\": \"CeraVe AM Facial Moisturizing Lotion with SPF 30, Oil-Free Face Moisturizer with SPF, Formulated with Hyaluronic Acid, Niacinamide & Ceramides, Non-Comedogenic, Broad Spectrum Sunscreen, 3 Ounce\", \"asin\": \"B00F97FHAW\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Renewing Salicylic Acid Cleanser, Formulated With Hyaluronic Acid, Niacinamide, & Ceramides, Gentle BHA Exfoliating Face Wash Smooths & Softens Skin, Non Comedogenic & Fragrance Free, 8 Ounce\", \"asin\": \"B00U1YCRD8\", \"price\": \"$12.37\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$18.39\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Cream To Foam Cleanser, Makeup Remover Face Wash For Dry Skin, Foaming Facial Cleanser With Hyaluronic Acid, Normal To Dry Skin, Fragrance Free & Non Comedogenic, 19 Fluid Ounce\", \"asin\": \"B08CQDF382\", \"price\": \"$18.38\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Acne Treatment Face Wash, Salicylic Acid Cleanser with Purifying Clay, Niacinamide, and Ceramides, Pore Control and Blackhead Remover, 8 Ounce\", \"asin\": \"B097WFJ5H2\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe AM Facial Moisturizing Lotion SPF 50, Face Moisturizer with SPF, Hyaluronic Acid, Niacinamide & Ceramides, Non-Greasy, Blends Seamlessly With No White Cast, Non Comedogenic Sunscreen, 3 Oz\", \"asin\": \"B0CTTDLQF3\", \"price\": \"$15.87\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 12 Ounce\", \"asin\": \"B000YJ2SLG\", \"price\": \"$13.68\", \"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\": \"2025-04-06T17:00:16.329Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"2\", \"selected\": true, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:00:35.618Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T17:00:35.618Z
|
click_product
|
B00B2CCA6W
|
rule
|
train
| 1,065 |
2025-04-06T17:00:35.618Z
|
click_product
|
B00B2CCA6W
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T17:00:14.598Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:16.329Z", "action": "click", "action_argument": "nav_bar"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)", "asin": "B00IRKRK9O", "price": "$15.34", "quantity": ""},
{"title": "La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free", "asin": "B01N9SPQHQ", "price": "$21.99", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified", "asin": "B01MSSDEPK", "price": "$15.48", "quantity": ""},
{"title": "Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)", "asin": "/promo/A10KI6QM3VUVEP", "price": "$6.99", "quantity": ""},
{"title": "Merrell Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987X2HM9", "price": "$116.90", "quantity": ""},
{"title": "Neenah Index Cardstock, 8.5\" x 11\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)", "asin": "B07D4YF3K4", "price": "$12.99", "quantity": ""},
{"title": "60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home", "asin": "B0CLNJ23LX", "price": "$8.99", "quantity": ""},
{"title": "EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel", "asin": "B001GM60J6", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "Clover 3672 Amour Crochet Hook Set, 10 sizes", "asin": "B00B2CCA6W", "delivery": "FREE delivery Wed, Apr 9 FREE Returns", "quantity": "2", "selected": true, "options": []},
{"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "delivery": "One-Day FREE delivery Tomorrow, Apr 7 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "Bungee Cord"}]},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "New Bungee Cord"}]},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "delivery": "$84.99 delivery Apr 14 - 15", "quantity": "1", "selected": true, "options": [{"Size": "3.5 Cubic Feet"}, {"Color": "White"}]},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": true, "options": [{"Size": "19 Fl Oz (Pack of 1)"}]},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": true, "options": [{"Flavor Name": "Island Berry Lime"}, {"Size": "14 Count (Pack of 12)"}]},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Original Scent"}, {"Size": "3.17 Ounce (Pack of 1)"}]},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "quantity": "1", "selected": false, "options": [{"Style": "1 Gallon"}]},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "3 Ounce (Pack of 3)"}, {"Style": "Brilliant Shine"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Regular"}, {"Size": "6 Ounce (Pack of 1)"}]},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Light Medium"}, {"Size": "0.91 Ounce (Pack of 1)"}]},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Purpledacious"}]},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "delivery": "", "quantity": "1", "selected": false, "options": [{"Color": "R57 Cherry Crush (Intense Medium Auburn)"}, {"Size": "2 Count (Pack of 1)"}]},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Caramel"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "3", "selected": false, "options": []},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Variety"}]},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Style": "Original Variety Pack"}]}],
"saved_items": [{"title": "Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)", "asin": "B0CK9QNYZW", "options": [{"Flavor Name": "Cookie Dough"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"title": "The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz", "asin": "B0DFYFXDDP", "options": []},
{"title": "Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack", "asin": "B0BQ1X8W2H", "price": "$12.49", "options": [{"Size": "3 Ounce (Pack of 2)"}, {"Style": "Stain Prevention"}]},
{"title": "Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White", "asin": "B0DJGCZWWJ", "options": [{"Color": "White"}]},
{"asin": "B0DJGCZWWJ", "options": []},
{"title": "MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)", "asin": "B0052EWNBS", "options": []},
{"title": "TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz", "asin": "B08X8MTQWF", "price": "$12.40", "options": []},
{"title": "Air Purifiers for Home Large Rooms up to 1200ft\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)", "asin": "B0BQJCPJNV", "options": [{"Color": "White"}]},
{"asin": "B0BQJCPJNV", "options": []},
{"title": "Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON", "asin": "B0BMZVSRV1", "options": []},
{"title": "Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)", "asin": "B0BFBZGNRX", "options": [{"Style": "Variety-30ct"}]},
{"title": "INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)", "asin": "B0BTTVRWPR", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T17:00:35.618Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T17:00:35.618Z\",\"action\": \"click_product\",\"acion_argument\": \"B00B2CCA6W\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T17:00:35.618Z\",\"action\": \"click_product\",\"acion_argument\": \"B00B2CCA6W\",}</answer>",
"index": 1065,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"2\", \"selected\": true, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:00:35.618Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"2\", \"selected\": true, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:28.630Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T17:10:28.630Z
|
click
|
cart_page_select
|
rule
|
train
| 1,066 |
2025-04-06T17:10:28.630Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T17:00:14.598Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:16.329Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:35.618Z", "action": "click_product", "action_argument": "B00B2CCA6W"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)", "asin": "B00IRKRK9O", "price": "$15.34", "quantity": ""},
{"title": "La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free", "asin": "B01N9SPQHQ", "price": "$21.99", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified", "asin": "B01MSSDEPK", "price": "$15.48", "quantity": ""},
{"title": "Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)", "asin": "/promo/A10KI6QM3VUVEP", "price": "$6.99", "quantity": ""},
{"title": "Merrell Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987X2HM9", "price": "$116.90", "quantity": ""},
{"title": "Neenah Index Cardstock, 8.5\" x 11\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)", "asin": "B07D4YF3K4", "price": "$12.99", "quantity": ""},
{"title": "60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home", "asin": "B0CLNJ23LX", "price": "$8.99", "quantity": ""},
{"title": "EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel", "asin": "B001GM60J6", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "Clover 3672 Amour Crochet Hook Set, 10 sizes", "asin": "B00B2CCA6W", "delivery": "FREE delivery Wed, Apr 9 FREE Returns", "quantity": "2", "selected": true, "options": []},
{"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "delivery": "One-Day FREE delivery Tomorrow, Apr 7 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "Bungee Cord"}]},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "New Bungee Cord"}]},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "delivery": "$84.99 delivery Apr 14 - 15", "quantity": "1", "selected": true, "options": [{"Size": "3.5 Cubic Feet"}, {"Color": "White"}]},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": true, "options": [{"Size": "19 Fl Oz (Pack of 1)"}]},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": true, "options": [{"Flavor Name": "Island Berry Lime"}, {"Size": "14 Count (Pack of 12)"}]},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Original Scent"}, {"Size": "3.17 Ounce (Pack of 1)"}]},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "quantity": "1", "selected": false, "options": [{"Style": "1 Gallon"}]},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "3 Ounce (Pack of 3)"}, {"Style": "Brilliant Shine"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Regular"}, {"Size": "6 Ounce (Pack of 1)"}]},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Light Medium"}, {"Size": "0.91 Ounce (Pack of 1)"}]},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Purpledacious"}]},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "delivery": "", "quantity": "1", "selected": false, "options": [{"Color": "R57 Cherry Crush (Intense Medium Auburn)"}, {"Size": "2 Count (Pack of 1)"}]},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Caramel"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "3", "selected": false, "options": []},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Variety"}]},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Style": "Original Variety Pack"}]}],
"saved_items": [{"title": "Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)", "asin": "B0CK9QNYZW", "options": [{"Flavor Name": "Cookie Dough"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"title": "The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz", "asin": "B0DFYFXDDP", "options": []},
{"title": "Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack", "asin": "B0BQ1X8W2H", "price": "$12.49", "options": [{"Size": "3 Ounce (Pack of 2)"}, {"Style": "Stain Prevention"}]},
{"title": "Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White", "asin": "B0DJGCZWWJ", "options": [{"Color": "White"}]},
{"asin": "B0DJGCZWWJ", "options": []},
{"title": "MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)", "asin": "B0052EWNBS", "options": []},
{"title": "TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz", "asin": "B08X8MTQWF", "price": "$12.40", "options": []},
{"title": "Air Purifiers for Home Large Rooms up to 1200ft\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)", "asin": "B0BQJCPJNV", "options": [{"Color": "White"}]},
{"asin": "B0BQJCPJNV", "options": []},
{"title": "Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON", "asin": "B0BMZVSRV1", "options": []},
{"title": "Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)", "asin": "B0BFBZGNRX", "options": [{"Style": "Variety-30ct"}]},
{"title": "INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)", "asin": "B0BTTVRWPR", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T17:10:28.630Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T17:10:28.630Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T17:10:28.630Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 1066,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"2\", \"selected\": true, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:28.630Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"2\", \"selected\": true, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": true, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:31.830Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T17:10:31.830Z
|
click
|
cart_page_select
|
rule
|
train
| 1,067 |
2025-04-06T17:10:31.830Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T17:00:14.598Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:16.329Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:35.618Z", "action": "click_product", "action_argument": "B00B2CCA6W"}
{"timestamp": "2025-04-06T17:10:28.630Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)", "asin": "B00IRKRK9O", "price": "$15.34", "quantity": ""},
{"title": "La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free", "asin": "B01N9SPQHQ", "price": "$21.99", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified", "asin": "B01MSSDEPK", "price": "$15.48", "quantity": ""},
{"title": "Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)", "asin": "/promo/A10KI6QM3VUVEP", "price": "$6.99", "quantity": ""},
{"title": "Merrell Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987X2HM9", "price": "$116.90", "quantity": ""},
{"title": "Neenah Index Cardstock, 8.5\" x 11\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)", "asin": "B07D4YF3K4", "price": "$12.99", "quantity": ""},
{"title": "60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home", "asin": "B0CLNJ23LX", "price": "$8.99", "quantity": ""},
{"title": "EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel", "asin": "B001GM60J6", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "Clover 3672 Amour Crochet Hook Set, 10 sizes", "asin": "B00B2CCA6W", "delivery": "FREE delivery Wed, Apr 9 FREE Returns", "quantity": "2", "selected": true, "options": []},
{"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "delivery": "One-Day FREE delivery Tomorrow, Apr 7 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "Bungee Cord"}]},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "New Bungee Cord"}]},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "delivery": "$84.99 delivery Apr 14 - 15", "quantity": "1", "selected": true, "options": [{"Size": "3.5 Cubic Feet"}, {"Color": "White"}]},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": true, "options": [{"Size": "19 Fl Oz (Pack of 1)"}]},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": true, "options": [{"Flavor Name": "Island Berry Lime"}, {"Size": "14 Count (Pack of 12)"}]},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Scent": "Original Scent"}, {"Size": "3.17 Ounce (Pack of 1)"}]},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White"}]},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "quantity": "1", "selected": true, "options": [{"Style": "1 Gallon"}]},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": true, "options": [{"Size": "3 Ounce (Pack of 3)"}, {"Style": "Brilliant Shine"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Flavor Name": "Regular"}, {"Size": "6 Ounce (Pack of 1)"}]},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Light Medium"}, {"Size": "0.91 Ounce (Pack of 1)"}]},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": true, "options": [{"Size": "19 Ounce"}]},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": true, "options": []},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": true, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": true, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Purpledacious"}]},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "delivery": "", "quantity": "1", "selected": true, "options": [{"Color": "R57 Cherry Crush (Intense Medium Auburn)"}, {"Size": "2 Count (Pack of 1)"}]},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": true, "options": [{"Flavor Name": "Caramel"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Grey"}]},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "3", "selected": true, "options": []},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "White"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": true, "options": [{"Color": "Grey"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": true, "options": [{"Flavor Name": "Variety"}]},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": true, "options": [{"Style": "Original Variety Pack"}]}],
"saved_items": [{"title": "Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)", "asin": "B0CK9QNYZW", "options": [{"Flavor Name": "Cookie Dough"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"title": "The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz", "asin": "B0DFYFXDDP", "options": []},
{"title": "Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack", "asin": "B0BQ1X8W2H", "price": "$12.49", "options": [{"Size": "3 Ounce (Pack of 2)"}, {"Style": "Stain Prevention"}]},
{"title": "Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White", "asin": "B0DJGCZWWJ", "options": [{"Color": "White"}]},
{"asin": "B0DJGCZWWJ", "options": []},
{"title": "MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)", "asin": "B0052EWNBS", "options": []},
{"title": "TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz", "asin": "B08X8MTQWF", "price": "$12.40", "options": []},
{"title": "Air Purifiers for Home Large Rooms up to 1200ft\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)", "asin": "B0BQJCPJNV", "options": [{"Color": "White"}]},
{"asin": "B0BQJCPJNV", "options": []},
{"title": "Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON", "asin": "B0BMZVSRV1", "options": []},
{"title": "Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)", "asin": "B0BFBZGNRX", "options": [{"Style": "Variety-30ct"}]},
{"title": "INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)", "asin": "B0BTTVRWPR", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T17:10:31.830Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T17:10:31.830Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T17:10:31.830Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 1067,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"2\", \"selected\": true, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": true, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:31.830Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:31.830Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"2\", \"selected\": false, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:43.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T17:10:43.797Z
|
click
|
quantity
|
rule
|
train
| 1,068 |
2025-04-06T17:10:43.797Z
|
click
|
quantity
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T17:00:14.598Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:16.329Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:35.618Z", "action": "click_product", "action_argument": "B00B2CCA6W"}
{"timestamp": "2025-04-06T17:10:28.630Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T17:10:31.830Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)", "asin": "B00IRKRK9O", "price": "$15.34", "quantity": ""},
{"title": "La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free", "asin": "B01N9SPQHQ", "price": "$21.99", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified", "asin": "B01MSSDEPK", "price": "$15.48", "quantity": ""},
{"title": "Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)", "asin": "/promo/A10KI6QM3VUVEP", "price": "$6.99", "quantity": ""},
{"title": "Merrell Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987X2HM9", "price": "$116.90", "quantity": ""},
{"title": "Neenah Index Cardstock, 8.5\" x 11\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)", "asin": "B07D4YF3K4", "price": "$12.99", "quantity": ""},
{"title": "60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home", "asin": "B0CLNJ23LX", "price": "$8.99", "quantity": ""},
{"title": "EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel", "asin": "B001GM60J6", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "Clover 3672 Amour Crochet Hook Set, 10 sizes", "asin": "B00B2CCA6W", "delivery": "FREE delivery Wed, Apr 9 FREE Returns", "quantity": "2", "selected": false, "options": []},
{"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "delivery": "One-Day FREE delivery Tomorrow, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord"}]},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "New Bungee Cord"}]},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "delivery": "$84.99 delivery Apr 14 - 15", "quantity": "1", "selected": false, "options": [{"Size": "3.5 Cubic Feet"}, {"Color": "White"}]},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Fl Oz (Pack of 1)"}]},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Island Berry Lime"}, {"Size": "14 Count (Pack of 12)"}]},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Original Scent"}, {"Size": "3.17 Ounce (Pack of 1)"}]},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "quantity": "1", "selected": false, "options": [{"Style": "1 Gallon"}]},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "3 Ounce (Pack of 3)"}, {"Style": "Brilliant Shine"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Regular"}, {"Size": "6 Ounce (Pack of 1)"}]},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Light Medium"}, {"Size": "0.91 Ounce (Pack of 1)"}]},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Purpledacious"}]},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "delivery": "", "quantity": "1", "selected": false, "options": [{"Color": "R57 Cherry Crush (Intense Medium Auburn)"}, {"Size": "2 Count (Pack of 1)"}]},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Caramel"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "3", "selected": false, "options": []},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Variety"}]},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Style": "Original Variety Pack"}]}],
"saved_items": [{"title": "Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)", "asin": "B0CK9QNYZW", "options": [{"Flavor Name": "Cookie Dough"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"title": "The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz", "asin": "B0DFYFXDDP", "options": []},
{"title": "Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack", "asin": "B0BQ1X8W2H", "price": "$12.49", "options": [{"Size": "3 Ounce (Pack of 2)"}, {"Style": "Stain Prevention"}]},
{"title": "Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White", "asin": "B0DJGCZWWJ", "options": [{"Color": "White"}]},
{"asin": "B0DJGCZWWJ", "options": []},
{"title": "MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)", "asin": "B0052EWNBS", "options": []},
{"title": "TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz", "asin": "B08X8MTQWF", "price": "$12.40", "options": []},
{"title": "Air Purifiers for Home Large Rooms up to 1200ft\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)", "asin": "B0BQJCPJNV", "options": [{"Color": "White"}]},
{"asin": "B0BQJCPJNV", "options": []},
{"title": "Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON", "asin": "B0BMZVSRV1", "options": []},
{"title": "Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)", "asin": "B0BFBZGNRX", "options": [{"Style": "Variety-30ct"}]},
{"title": "INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)", "asin": "B0BTTVRWPR", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T17:10:43.797Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T17:10:43.797Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T17:10:43.797Z\",\"action\": \"click\",\"acion_argument\": \"quantity\",}</answer>",
"index": 1068,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:31.830Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"2\", \"selected\": false, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:43.797Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:31.830Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:43.797Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:59.713Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T17:10:59.713Z
|
click
|
cart_page_select
|
rule
|
train
| 1,069 |
2025-04-06T17:10:59.713Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T17:00:14.598Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:16.329Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:35.618Z", "action": "click_product", "action_argument": "B00B2CCA6W"}
{"timestamp": "2025-04-06T17:10:28.630Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T17:10:31.830Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T17:10:43.797Z", "action": "click", "action_argument": "quantity"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)", "asin": "B00IRKRK9O", "price": "$15.34", "quantity": ""},
{"title": "La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free", "asin": "B01N9SPQHQ", "price": "$21.99", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified", "asin": "B01MSSDEPK", "price": "$15.48", "quantity": ""},
{"title": "Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)", "asin": "/promo/A10KI6QM3VUVEP", "price": "$6.99", "quantity": ""},
{"title": "Merrell Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987X2HM9", "price": "$116.90", "quantity": ""},
{"title": "Neenah Index Cardstock, 8.5\" x 11\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)", "asin": "B07D4YF3K4", "price": "$12.99", "quantity": ""},
{"title": "60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home", "asin": "B0CLNJ23LX", "price": "$8.99", "quantity": ""},
{"title": "EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel", "asin": "B001GM60J6", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "Clover 3672 Amour Crochet Hook Set, 10 sizes", "asin": "B00B2CCA6W", "delivery": "FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "delivery": "One-Day FREE delivery Tomorrow, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord"}]},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "New Bungee Cord"}]},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "delivery": "$84.99 delivery Apr 14 - 15", "quantity": "1", "selected": false, "options": [{"Size": "3.5 Cubic Feet"}, {"Color": "White"}]},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Fl Oz (Pack of 1)"}]},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Island Berry Lime"}, {"Size": "14 Count (Pack of 12)"}]},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Original Scent"}, {"Size": "3.17 Ounce (Pack of 1)"}]},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "quantity": "1", "selected": false, "options": [{"Style": "1 Gallon"}]},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "3 Ounce (Pack of 3)"}, {"Style": "Brilliant Shine"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Regular"}, {"Size": "6 Ounce (Pack of 1)"}]},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Light Medium"}, {"Size": "0.91 Ounce (Pack of 1)"}]},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Purpledacious"}]},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "delivery": "", "quantity": "1", "selected": false, "options": [{"Color": "R57 Cherry Crush (Intense Medium Auburn)"}, {"Size": "2 Count (Pack of 1)"}]},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Caramel"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "3", "selected": false, "options": []},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Variety"}]},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Style": "Original Variety Pack"}]}],
"saved_items": [{"title": "Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)", "asin": "B0CK9QNYZW", "options": [{"Flavor Name": "Cookie Dough"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"title": "The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz", "asin": "B0DFYFXDDP", "options": []},
{"title": "Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack", "asin": "B0BQ1X8W2H", "price": "$12.49", "options": [{"Size": "3 Ounce (Pack of 2)"}, {"Style": "Stain Prevention"}]},
{"title": "Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White", "asin": "B0DJGCZWWJ", "options": [{"Color": "White"}]},
{"asin": "B0DJGCZWWJ", "options": []},
{"title": "MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)", "asin": "B0052EWNBS", "options": []},
{"title": "TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz", "asin": "B08X8MTQWF", "price": "$12.40", "options": []},
{"title": "Air Purifiers for Home Large Rooms up to 1200ft\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)", "asin": "B0BQJCPJNV", "options": [{"Color": "White"}]},
{"asin": "B0BQJCPJNV", "options": []},
{"title": "Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON", "asin": "B0BMZVSRV1", "options": []},
{"title": "Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)", "asin": "B0BFBZGNRX", "options": [{"Style": "Variety-30ct"}]},
{"title": "INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)", "asin": "B0BTTVRWPR", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T17:10:59.713Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T17:10:59.713Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T17:10:59.713Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 1069,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:31.830Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:43.797Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:59.713Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:31.830Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:43.797Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T17:10:59.713Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:59.757Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T17:10:59.757Z
|
click
|
cart_page_select
|
rule
|
train
| 1,070 |
2025-04-06T17:10:59.757Z
|
click
|
cart_page_select
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T17:00:14.598Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:16.329Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:35.618Z", "action": "click_product", "action_argument": "B00B2CCA6W"}
{"timestamp": "2025-04-06T17:10:28.630Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T17:10:31.830Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T17:10:43.797Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T17:10:59.713Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)", "asin": "B00IRKRK9O", "price": "$15.34", "quantity": ""},
{"title": "La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free", "asin": "B01N9SPQHQ", "price": "$21.99", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified", "asin": "B01MSSDEPK", "price": "$15.48", "quantity": ""},
{"title": "Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)", "asin": "/promo/A10KI6QM3VUVEP", "price": "$6.99", "quantity": ""},
{"title": "Merrell Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987X2HM9", "price": "$116.90", "quantity": ""},
{"title": "Neenah Index Cardstock, 8.5\" x 11\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)", "asin": "B07D4YF3K4", "price": "$12.99", "quantity": ""},
{"title": "60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home", "asin": "B0CLNJ23LX", "price": "$8.99", "quantity": ""},
{"title": "EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel", "asin": "B001GM60J6", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "Clover 3672 Amour Crochet Hook Set, 10 sizes", "asin": "B00B2CCA6W", "delivery": "FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "delivery": "One-Day FREE delivery Tomorrow, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord"}]},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "New Bungee Cord"}]},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "delivery": "$84.99 delivery Apr 14 - 15", "quantity": "1", "selected": false, "options": [{"Size": "3.5 Cubic Feet"}, {"Color": "White"}]},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Fl Oz (Pack of 1)"}]},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Island Berry Lime"}, {"Size": "14 Count (Pack of 12)"}]},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Original Scent"}, {"Size": "3.17 Ounce (Pack of 1)"}]},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "quantity": "1", "selected": false, "options": [{"Style": "1 Gallon"}]},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "3 Ounce (Pack of 3)"}, {"Style": "Brilliant Shine"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Regular"}, {"Size": "6 Ounce (Pack of 1)"}]},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Light Medium"}, {"Size": "0.91 Ounce (Pack of 1)"}]},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Purpledacious"}]},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "delivery": "", "quantity": "1", "selected": false, "options": [{"Color": "R57 Cherry Crush (Intense Medium Auburn)"}, {"Size": "2 Count (Pack of 1)"}]},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Caramel"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "3", "selected": false, "options": []},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Variety"}]},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Style": "Original Variety Pack"}]}],
"saved_items": [{"title": "Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)", "asin": "B0CK9QNYZW", "options": [{"Flavor Name": "Cookie Dough"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"title": "The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz", "asin": "B0DFYFXDDP", "options": []},
{"title": "Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack", "asin": "B0BQ1X8W2H", "price": "$12.49", "options": [{"Size": "3 Ounce (Pack of 2)"}, {"Style": "Stain Prevention"}]},
{"title": "Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White", "asin": "B0DJGCZWWJ", "options": [{"Color": "White"}]},
{"asin": "B0DJGCZWWJ", "options": []},
{"title": "MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)", "asin": "B0052EWNBS", "options": []},
{"title": "TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz", "asin": "B08X8MTQWF", "price": "$12.40", "options": []},
{"title": "Air Purifiers for Home Large Rooms up to 1200ft\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)", "asin": "B0BQJCPJNV", "options": [{"Color": "White"}]},
{"asin": "B0BQJCPJNV", "options": []},
{"title": "Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON", "asin": "B0BMZVSRV1", "options": []},
{"title": "Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)", "asin": "B0BFBZGNRX", "options": [{"Style": "Variety-30ct"}]},
{"title": "INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)", "asin": "B0BTTVRWPR", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T17:10:59.757Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T17:10:59.757Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T17:10:59.757Z\",\"action\": \"click\",\"acion_argument\": \"cart_page_select\",}</answer>",
"index": 1070,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:31.830Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:43.797Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T17:10:59.713Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:10:59.757Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:31.830Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:43.797Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T17:10:59.713Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:59.757Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:11:02.845Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T17:11:02.845Z
|
purchase
|
B00B2CCA6W
|
rule
|
train
| 1,071 |
2025-04-06T17:11:02.845Z
|
purchase
|
B00B2CCA6W
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T17:00:14.598Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:16.329Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-06T17:00:35.618Z", "action": "click_product", "action_argument": "B00B2CCA6W"}
{"timestamp": "2025-04-06T17:10:28.630Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T17:10:31.830Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T17:10:43.797Z", "action": "click", "action_argument": "quantity"}
{"timestamp": "2025-04-06T17:10:59.713Z", "action": "click", "action_argument": "cart_page_select"}
{"timestamp": "2025-04-06T17:10:59.757Z", "action": "click", "action_argument": "cart_page_select"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue", "asin": "B07BGLT25K", "price": "$5.68", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "B07MHJFRBJ", "price": "$24.42", "quantity": ""},
{"title": "Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2", "asin": "B00W5D1MDE", "price": "$4.98", "quantity": ""},
{"title": "essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free", "asin": "B00T0C9XRK", "price": "$4.99", "quantity": ""},
{"title": "TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)", "asin": "B00IRKRK9O", "price": "$15.34", "quantity": ""},
{"title": "La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free", "asin": "B01N9SPQHQ", "price": "$21.99", "quantity": ""},
{"title": "CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce", "asin": "B00365DABC", "price": "$14.97", "quantity": ""},
{"title": "CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary", "asin": "B00SNPCSUY", "price": "$17.44", "quantity": ""},
{"title": "CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified", "asin": "B01MSSDEPK", "price": "$15.48", "quantity": ""},
{"title": "Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)", "asin": "/promo/A10KI6QM3VUVEP", "price": "$6.99", "quantity": ""},
{"title": "Merrell Men's Moab 3 Mid Waterproof Hiking Boot", "asin": "B0987X2HM9", "price": "$116.90", "quantity": ""},
{"title": "Neenah Index Cardstock, 8.5\" x 11\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)", "asin": "B07D4YF3K4", "price": "$12.99", "quantity": ""},
{"title": "60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home", "asin": "B0CLNJ23LX", "price": "$8.99", "quantity": ""},
{"title": "EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel", "asin": "B001GM60J6", "price": "$12.99", "quantity": ""}],
"active_items": [{"title": "Clover 3672 Amour Crochet Hook Set, 10 sizes", "asin": "B00B2CCA6W", "delivery": "FREE delivery Wed, Apr 9 FREE Returns", "quantity": "1", "selected": true, "options": []},
{"title": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "delivery": "One-Day FREE delivery Tomorrow, Apr 7 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Bungee Cord"}]},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "New Bungee Cord"}]},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "delivery": "$84.99 delivery Apr 14 - 15", "quantity": "1", "selected": false, "options": [{"Size": "3.5 Cubic Feet"}, {"Color": "White"}]},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Fl Oz (Pack of 1)"}]},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Island Berry Lime"}, {"Size": "14 Count (Pack of 12)"}]},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Scent": "Original Scent"}, {"Size": "3.17 Ounce (Pack of 1)"}]},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "delivery": "One-Day FREE delivery Tomorrow, Apr 7", "quantity": "1", "selected": false, "options": [{"Style": "1 Gallon"}]},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "3 Ounce (Pack of 3)"}, {"Style": "Brilliant Shine"}]},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Regular"}, {"Size": "6 Ounce (Pack of 1)"}]},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Light Medium"}, {"Size": "0.91 Ounce (Pack of 1)"}]},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "delivery": " \u00a0&\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Size": "19 Ounce"}]},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": []},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "delivery": " Eligible for FREE Same-Day, Overnight or Tomorrow delivery", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Tropical Twist"}, {"Size": "28 Count (Pack of 6)"}]},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Purpledacious"}]},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "delivery": "", "quantity": "1", "selected": false, "options": [{"Color": "R57 Cherry Crush (Intense Medium Auburn)"}, {"Size": "2 Count (Pack of 1)"}]},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Caramel"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Size": "8"}, {"Color": "Chestnut"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "3", "selected": false, "options": []},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "delivery": "Two-Day FREE delivery Tue, Apr 8 FREE Returns", "quantity": "1", "selected": false, "options": []},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "White"}]},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM FREE Returns", "quantity": "1", "selected": false, "options": [{"Color": "Grey"}]},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Flavor Name": "Variety"}]},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "delivery": "Overnight FREE delivery Overnight 4\u202fAM - 8\u202fAM on $25 of qualifying items", "quantity": "1", "selected": false, "options": [{"Style": "Original Variety Pack"}]}],
"saved_items": [{"title": "Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)", "asin": "B0CK9QNYZW", "options": [{"Flavor Name": "Cookie Dough"}, {"Size": "11.5 Fl Oz (Pack of 12)"}]},
{"asin": "B0CK9QNYZW", "options": []},
{"title": "The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz", "asin": "B0DFYFXDDP", "options": []},
{"title": "Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack", "asin": "B0BQ1X8W2H", "price": "$12.49", "options": [{"Size": "3 Ounce (Pack of 2)"}, {"Style": "Stain Prevention"}]},
{"title": "Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White", "asin": "B0DJGCZWWJ", "options": [{"Color": "White"}]},
{"asin": "B0DJGCZWWJ", "options": []},
{"title": "MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)", "asin": "B0052EWNBS", "options": []},
{"title": "TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz", "asin": "B08X8MTQWF", "price": "$12.40", "options": []},
{"title": "Air Purifiers for Home Large Rooms up to 1200ft\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)", "asin": "B0BQJCPJNV", "options": [{"Color": "White"}]},
{"asin": "B0BQJCPJNV", "options": []},
{"title": "Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON", "asin": "B0BMZVSRV1", "options": []},
{"title": "Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)", "asin": "B0BFBZGNRX", "options": [{"Style": "Variety-30ct"}]},
{"title": "INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)", "asin": "B0BTTVRWPR", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T17:11:02.845Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T17:11:02.845Z\",\"action\": \"purchase\",\"acion_argument\": \"B00B2CCA6W\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T17:11:02.845Z\",\"action\": \"purchase\",\"acion_argument\": \"B00B2CCA6W\",}</answer>",
"index": 1071,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T17:00:14.598Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:16.329Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-06T17:00:35.618Z\", \"action\": \"click_product\", \"action_argument\": \"B00B2CCA6W\"}\n{\"timestamp\": \"2025-04-06T17:10:28.630Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:31.830Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:43.797Z\", \"action\": \"click\", \"action_argument\": \"quantity\"}\n{\"timestamp\": \"2025-04-06T17:10:59.713Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n{\"timestamp\": \"2025-04-06T17:10:59.757Z\", \"action\": \"click\", \"action_argument\": \"cart_page_select\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Scott ComfortPlus Toilet Paper, 12 Double Rolls, 231 Sheets per Roll, Septic-Safe, 1-Ply Toilet Tissue\", \"asin\": \"B07BGLT25K\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"B07MHJFRBJ\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Clorox Toilet Bowl Cleaner, Clinging Bleach Gel, Ocean Mist - 24 Ounces, Pack of 2\", \"asin\": \"B00W5D1MDE\", \"price\": \"$4.98\", \"quantity\": \"\"},\n{\"title\": \"essence | Lash Princess False Lash Effect Mascara | Volumizing & Lengthening | Cruelty Free & Paraben Free\", \"asin\": \"B00T0C9XRK\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"TheraBreath Fresh Breath Mouthwash, Icy Mint Flavor, Alcohol-Free, 16 Fl Oz (Pack of 2)\", \"asin\": \"B00IRKRK9O\", \"price\": \"$15.34\", \"quantity\": \"\"},\n{\"title\": \"La Roche-Posay Toleriane Double Repair Face Moisturizer, Daily Moisturizer Face Cream with Ceramide and Niacinamide for All Skin Types, Oil Free, Fragrance Free\", \"asin\": \"B01N9SPQHQ\", \"price\": \"$21.99\", \"quantity\": \"\"},\n{\"title\": \"CeraVe PM Facial Moisturizing Lotion, Night Cream with Hyaluronic Acid and Niacinamide, Ultra-Lightweight, Oil-Free Moisturizer for Face, 3 Ounce\", \"asin\": \"B00365DABC\", \"price\": \"$14.97\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Skin Renewing Night Cream, Niacinamide, Peptide Complex, and Hyaluronic Acid Moisturizer for Face, 1.7 Ounce, Packaging may Vary\", \"asin\": \"B00SNPCSUY\", \"price\": \"$17.44\", \"quantity\": \"\"},\n{\"title\": \"CeraVe Hydrating Facial Cleanser, Moisturizing Face Wash For Dry Skin, Hyaluronic Acid + Ceramides + Glycerin, Hydrating Cleanser For Normal To Dry Skin, National Eczema Association Certified\", \"asin\": \"B01MSSDEPK\", \"price\": \"$15.48\", \"quantity\": \"\"},\n{\"title\": \"Meikeer 150 Pieces Knitting Crochet Locking Stitch Markers Stitch Needle Clip Counter 10 Colors (Color Ship Randomly)\", \"asin\": \"/promo/A10KI6QM3VUVEP\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Merrell Men's Moab 3 Mid Waterproof Hiking Boot\", \"asin\": \"B0987X2HM9\", \"price\": \"$116.90\", \"quantity\": \"\"},\n{\"title\": \"Neenah Index Cardstock, 8.5\\\" x 11\\\", 90 lb/163 gsm, White, Lightweight, 94 Brightness, 300 Sheets (91437)\", \"asin\": \"B07D4YF3K4\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"60PCS Humidifier Stick Filter Refill - Mini Air Diffuser Pure Wicks Refill Cotton Filter Sticks Replacement Wicks for Small Portable Humidifier Diffuser in Office Bedroom Home\", \"asin\": \"B0CLNJ23LX\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"EXTRA Sweet Watermelon Sugar Free Chewing Gum Bulk, 15 Pieces (Pack of 10) \\u2013 Long-Lasting Juicy Watermelon Flavor, Refreshing Sugarless Gum, Perfect for Fresh Breath at School, Work, and Travel\", \"asin\": \"B001GM60J6\", \"price\": \"$12.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"delivery\": \"FREE delivery Wed, Apr 9 FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": []},\n{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Bungee Cord\"}]},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"New Bungee Cord\"}]},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"delivery\": \"$84.99 delivery Apr 14 - 15\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3.5 Cubic Feet\"}, {\"Color\": \"White\"}]},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Fl Oz (Pack of 1)\"}]},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Island Berry Lime\"}, {\"Size\": \"14 Count (Pack of 12)\"}]},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Scent\": \"Original Scent\"}, {\"Size\": \"3.17 Ounce (Pack of 1)\"}]},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"delivery\": \"One-Day FREE delivery Tomorrow, Apr 7\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"1 Gallon\"}]},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"3 Ounce (Pack of 3)\"}, {\"Style\": \"Brilliant Shine\"}]},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Regular\"}, {\"Size\": \"6 Ounce (Pack of 1)\"}]},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Light Medium\"}, {\"Size\": \"0.91 Ounce (Pack of 1)\"}]},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"delivery\": \" \\u00a0&\\u00a0FREE Returns Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"19 Ounce\"}]},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"delivery\": \" Eligible for FREE Same-Day, Overnight or Tomorrow delivery\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Tropical Twist\"}, {\"Size\": \"28 Count (Pack of 6)\"}]},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Purpledacious\"}]},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"delivery\": \"\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"R57 Cherry Crush (Intense Medium Auburn)\"}, {\"Size\": \"2 Count (Pack of 1)\"}]},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Caramel\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Size\": \"8\"}, {\"Color\": \"Chestnut\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"3\", \"selected\": false, \"options\": []},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"delivery\": \"Two-Day FREE delivery Tue, Apr 8 FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": []},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"White\"}]},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM FREE Returns\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Color\": \"Grey\"}]},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Flavor Name\": \"Variety\"}]},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"delivery\": \"Overnight FREE delivery Overnight 4\\u202fAM - 8\\u202fAM on $25 of qualifying items\", \"quantity\": \"1\", \"selected\": false, \"options\": [{\"Style\": \"Original Variety Pack\"}]}],\n\"saved_items\": [{\"title\": \"Premier Protein Shake, Cookie Dough, 30g Protein 1g Sugar 24 Vitamins Minerals Nutrients to Support Immune Health, 11.5 fl oz (Pack of 12)\", \"asin\": \"B0CK9QNYZW\", \"options\": [{\"Flavor Name\": \"Cookie Dough\"}, {\"Size\": \"11.5 Fl Oz (Pack of 12)\"}]},\n{\"asin\": \"B0CK9QNYZW\", \"options\": []},\n{\"title\": \"The Ordinary Niacinamide 5% Face and Body Emulsion, Dark Spot & Skin Tone Corrector, 3.4 Fl Oz\", \"asin\": \"B0DFYFXDDP\", \"options\": []},\n{\"title\": \"Colgate Optic White Pro Series Whitening Toothpaste with 5% Hydrogen Peroxide, Stain Prevention, 3 oz Tube, 2 Pack\", \"asin\": \"B0BQ1X8W2H\", \"price\": \"$12.49\", \"options\": [{\"Size\": \"3 Ounce (Pack of 2)\"}, {\"Style\": \"Stain Prevention\"}]},\n{\"title\": \"Air Purifier for Home, TDBYWAE Air Purifiers for Large Room Up to 1076 Ft\\u00b2, H13 True HEPA Filter with Fragrance Sponge, 25 dB Quiet Air Purifiers for Bedroom Smoke Pet Dander Dust Pollen Odor-White\", \"asin\": \"B0DJGCZWWJ\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0DJGCZWWJ\", \"options\": []},\n{\"title\": \"MANIC PANIC Classic Electric Amethyst Semi Permanent Hair Color - Bright Purple Hair Dye for Women & Men That Lasts 4-6 Weeks - Vegan, Ammonia & Cruelty-Free - Create & Mix Custom Shades (4oz)\", \"asin\": \"B0052EWNBS\", \"options\": []},\n{\"title\": \"TIGI Bed Head After Party Smoothing Cream for Silky and Shiny Hair 3.38 fl oz\", \"asin\": \"B08X8MTQWF\", \"price\": \"$12.40\", \"options\": []},\n{\"title\": \"Air Purifiers for Home Large Rooms up to 1200ft\\u00b2, MOOKA H13 True HEPA Air Purifier for Bedroom Pets with Fragrance Sponge, Timer, Air Filter Cleaner for Smoke, Odor, Dander, Pollen (White)\", \"asin\": \"B0BQJCPJNV\", \"options\": [{\"Color\": \"White\"}]},\n{\"asin\": \"B0BQJCPJNV\", \"options\": []},\n{\"title\": \"Crystal Light Sugar-Free, Lemonade, Fruit Punch, Raspberry Lemonade and Wild Strawberry On-The-Go Powdered Drink Singles Mix Variety Pack, 60 Count, Each Packet Dissolves into any 16.9 oz. by TOOZOON\", \"asin\": \"B0BMZVSRV1\", \"options\": []},\n{\"title\": \"Sunkist Soda Variety Pack, Singles To Go Orange, Strawberry, Grape and Peach (30 Total Sticks)\", \"asin\": \"B0BFBZGNRX\", \"options\": [{\"Style\": \"Variety-30ct\"}]},\n{\"title\": \"INSIGNIA 50-inch Class F30 Series LED 4K UHD Smart Fire TV with Alexa Voice Remote (NS-50F301NA24)\", \"asin\": \"B0BTTVRWPR\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T17:11:02.845Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|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\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$107.97\", \"quantity\": \"1\"},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$119.95\", \"quantity\": \"1\"},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$14.51\", \"quantity\": \"1\"},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"price\": \"$16.18\", \"quantity\": \"1\"},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$19.53\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.87\", \"quantity\": \"1\"},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"1\"},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$3.28\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. 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Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$95.98\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$35.99\", \"quantity\": \"1\"},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.78\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00B2CCA6W\"},\n{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\"},\n{\"price\": \"$43.84\"},\n{\"bullet_list\": \"Bright and fun colors Easy grip handles Optimal hook shape Great Gift Idea 0\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"clover 3674 Amour Crochet Hook Set, 1\", \"asin\": \"B00GURQRAO\", \"price\": \"$64.59\", \"quantity\": \"\"},\n{\"title\": \"Yarniss Crochet Hooks,14 Size Crochet Set 2mm(B)-10mm(N), Ergonomic Crochet Hooks with Case for Arthritic Hands,Long Crochet Needles\", \"asin\": \"B07RNNL6RT\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"Mbeliever 4XL Tunisian Crochet Hook Set with Cable 6 Inch Aluminium Interchangeable Crochet Hook Set Long Crochet Hook 26 Pic Crochet Hook Set 3mm-10mm\", \"asin\": \"B0D48LMXRN\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Yarniss Lighted Crochet Hooks Set 2.5mm~14.0mm, 17 Sizes Light Up Crochet Hooks with Case\", \"asin\": \"B0CQX8CKC3\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Knit Picks Dots Crochet Hook Set - Comfortable Ergonomic Handles - 9 Color Coded Sizes\", \"asin\": \"B0DHG1SGY1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Clover 1047/H Deep Blue Amour Crochet Hook, Size H, 5.0mm\", \"asin\": \"B008J140RQ\", \"price\": \"$7.63\", \"quantity\": \"\"},\n{\"title\": \"Yarniss Large Ergonomic Crochet Hooks Set 6.5mm 7.0mm 8.0mm 9.0mm 10.0mm (5 Size)\", \"asin\": \"B07RV1SH9L\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Knit Picks Dots Crochet Hook Set - Comfortable Ergonomic Handles - 9 Color Coded Sizes\", \"asin\": \"B0DHG1SGY1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Lighted Crochet Hooks Set - 11 Sizes Light Up Crochet Hooks with Case,Rechargeable Crochet Hook with Light,2.5mm to 8mm\", \"asin\": \"B07PDKTNJT\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Clover 1047/H Deep Blue Amour Crochet Hook, Size H, 5.0mm\", \"asin\": \"B008J140RQ\", \"price\": \"$7.63\", \"quantity\": \"\"},\n{\"title\": \"clover 3674 Amour Crochet Hook Set, 1\", \"asin\": \"B00GURQRAO\", \"price\": \"$64.59\", \"quantity\": \"\"},\n{\"title\": \"Mbeliever 4XL Tunisian Crochet Hook Set with Cable 6 Inch Aluminium Interchangeable Crochet Hook Set Long Crochet Hook 26 Pic Crochet Hook Set 3mm-10mm\", \"asin\": \"B0D48LMXRN\", \"price\": \"$45.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"price\": \"$43.84\"},\n{\"title\": \"Clover Crochet Hook Amour Size I 5.50mm - 1\", \"asin\": \"B08QRHC1S6\", \"price\": \"$9.99\"},\n{\"title\": \"Susan Bates Crochet Hook Set SZ G6-K105, Sizes G6/4mm to K10.5/6.5mm\", \"asin\": \"B0BWSF3JYT\", \"price\": \"$12.95\"},\n{\"title\": \"Knit Picks Dots Crochet Hook Set - Comfortable Ergonomic Handles - 9 Color Coded Sizes\", \"asin\": \"B0DHG1SGY1\", \"price\": \"$34.99\"},\n{\"title\": \"Yarniss Large Ergonomic Crochet Hooks Set 6.5mm 7.0mm 8.0mm 9.0mm 10.0mm (5 Size)\", \"asin\": \"B07RV1SH9L\", \"price\": \"$8.99\"},\n{\"title\": \"Knit Picks WeCrochet 15 Piece Expanded Bright Crochet Hook Set with Ergonomic Handles\", \"asin\": \"B0CTRRJJS1\", \"price\": \"$24.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T21:00:13.163Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T21:00:13.163Z
|
click
|
cart_side_bar
|
rule
|
train
| 1,072 |
2025-04-06T21:00:13.163Z
|
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|>
<|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": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "price": "$107.97", "quantity": "1"},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "price": "$119.95", "quantity": "1"},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "price": "$17.99", "quantity": "1"},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "price": "$99.99", "quantity": "1"},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "price": "$14.51", "quantity": "1"},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "price": "$16.18", "quantity": "1"},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "price": "$1.99", "quantity": "1"},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "price": "$9.99", "quantity": "1"},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "price": "$12.99", "quantity": "1"},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "price": "$19.53", "quantity": "1"},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "price": "$1.87", "quantity": "1"},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "price": "$5.47", "quantity": "1"},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.47", "quantity": "1"},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "price": "$12.10", "quantity": "1"},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "price": "$3.28", "quantity": "1"},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$16.55", "quantity": "1"},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "price": "$14.99", "quantity": "1"},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "price": "$22.74", "quantity": "1"},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "price": "$31.98", "quantity": "1"},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "price": "$41.99", "quantity": "1"},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "price": "$64.90", "quantity": "1"},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$29.98", "quantity": "1"},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "price": "$69.99", "quantity": "3"},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "price": "$49.99", "quantity": "1"},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "price": "$95.98", "quantity": "1"},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$35.99", "quantity": "1"},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "price": "$4.00", "quantity": "1"},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "price": "$4.78", "quantity": "1"}],
"product_details": [{"asin": "B00B2CCA6W"},
{"title": "Clover 3672 Amour Crochet Hook Set, 10 sizes"},
{"price": "$43.84"},
{"bullet_list": "Bright and fun colors Easy grip handles Optimal hook shape Great Gift Idea 0"}],
"product_quantity": [{"quantity": "1"}],
"promotion_items": [{"title": "clover 3674 Amour Crochet Hook Set, 1", "asin": "B00GURQRAO", "price": "$64.59", "quantity": ""},
{"title": "Yarniss Crochet Hooks,14 Size Crochet Set 2mm(B)-10mm(N), Ergonomic Crochet Hooks with Case for Arthritic Hands,Long Crochet Needles", "asin": "B07RNNL6RT", "price": "$14.44", "quantity": ""},
{"title": "Mbeliever 4XL Tunisian Crochet Hook Set with Cable 6 Inch Aluminium Interchangeable Crochet Hook Set Long Crochet Hook 26 Pic Crochet Hook Set 3mm-10mm", "asin": "B0D48LMXRN", "price": "$45.99", "quantity": ""},
{"title": "Yarniss Lighted Crochet Hooks Set 2.5mm~14.0mm, 17 Sizes Light Up Crochet Hooks with Case", "asin": "B0CQX8CKC3", "price": "$23.99", "quantity": ""},
{"title": "Knit Picks Dots Crochet Hook Set - Comfortable Ergonomic Handles - 9 Color Coded Sizes", "asin": "B0DHG1SGY1", "price": "$34.99", "quantity": ""},
{"title": "Clover 1047/H Deep Blue Amour Crochet Hook, Size H, 5.0mm", "asin": "B008J140RQ", "price": "$7.63", "quantity": ""},
{"title": "Yarniss Large Ergonomic Crochet Hooks Set 6.5mm 7.0mm 8.0mm 9.0mm 10.0mm (5 Size)", "asin": "B07RV1SH9L", "price": "$8.99", "quantity": ""},
{"title": "Knit Picks Dots Crochet Hook Set - Comfortable Ergonomic Handles - 9 Color Coded Sizes", "asin": "B0DHG1SGY1", "price": "$34.99", "quantity": ""},
{"title": "Lighted Crochet Hooks Set - 11 Sizes Light Up Crochet Hooks with Case,Rechargeable Crochet Hook with Light,2.5mm to 8mm", "asin": "B07PDKTNJT", "price": "$18.99", "quantity": ""},
{"title": "Clover 1047/H Deep Blue Amour Crochet Hook, Size H, 5.0mm", "asin": "B008J140RQ", "price": "$7.63", "quantity": ""},
{"title": "clover 3674 Amour Crochet Hook Set, 1", "asin": "B00GURQRAO", "price": "$64.59", "quantity": ""},
{"title": "Mbeliever 4XL Tunisian Crochet Hook Set with Cable 6 Inch Aluminium Interchangeable Crochet Hook Set Long Crochet Hook 26 Pic Crochet Hook Set 3mm-10mm", "asin": "B0D48LMXRN", "price": "$45.99", "quantity": ""}],
"comparison_items": [{"title": "Clover 3672 Amour Crochet Hook Set, 10 sizes", "asin": "B00B2CCA6W", "price": "$43.84"},
{"title": "Clover Crochet Hook Amour Size I 5.50mm - 1", "asin": "B08QRHC1S6", "price": "$9.99"},
{"title": "Susan Bates Crochet Hook Set SZ G6-K105, Sizes G6/4mm to K10.5/6.5mm", "asin": "B0BWSF3JYT", "price": "$12.95"},
{"title": "Knit Picks Dots Crochet Hook Set - Comfortable Ergonomic Handles - 9 Color Coded Sizes", "asin": "B0DHG1SGY1", "price": "$34.99"},
{"title": "Yarniss Large Ergonomic Crochet Hooks Set 6.5mm 7.0mm 8.0mm 9.0mm 10.0mm (5 Size)", "asin": "B07RV1SH9L", "price": "$8.99"},
{"title": "Knit Picks WeCrochet 15 Piece Expanded Bright Crochet Hook Set with Ergonomic Handles", "asin": "B0CTRRJJS1", "price": "$24.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T21:00:13.163Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T21:00:13.163Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T21:00:13.163Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 1072,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$107.97\", \"quantity\": \"1\"},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$119.95\", \"quantity\": \"1\"},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$14.51\", \"quantity\": \"1\"},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"price\": \"$16.18\", \"quantity\": \"1\"},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$19.53\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.87\", \"quantity\": \"1\"},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"1\"},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$3.28\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"price\": \"$22.74\", \"quantity\": \"1\"},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$64.90\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$95.98\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$35.99\", \"quantity\": \"1\"},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.78\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B00B2CCA6W\"},\n{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\"},\n{\"price\": \"$43.84\"},\n{\"bullet_list\": \"Bright and fun colors Easy grip handles Optimal hook shape Great Gift Idea 0\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"clover 3674 Amour Crochet Hook Set, 1\", \"asin\": \"B00GURQRAO\", \"price\": \"$64.59\", \"quantity\": \"\"},\n{\"title\": \"Yarniss Crochet Hooks,14 Size Crochet Set 2mm(B)-10mm(N), Ergonomic Crochet Hooks with Case for Arthritic Hands,Long Crochet Needles\", \"asin\": \"B07RNNL6RT\", \"price\": \"$14.44\", \"quantity\": \"\"},\n{\"title\": \"Mbeliever 4XL Tunisian Crochet Hook Set with Cable 6 Inch Aluminium Interchangeable Crochet Hook Set Long Crochet Hook 26 Pic Crochet Hook Set 3mm-10mm\", \"asin\": \"B0D48LMXRN\", \"price\": \"$45.99\", \"quantity\": \"\"},\n{\"title\": \"Yarniss Lighted Crochet Hooks Set 2.5mm~14.0mm, 17 Sizes Light Up Crochet Hooks with Case\", \"asin\": \"B0CQX8CKC3\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Knit Picks Dots Crochet Hook Set - Comfortable Ergonomic Handles - 9 Color Coded Sizes\", \"asin\": \"B0DHG1SGY1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Clover 1047/H Deep Blue Amour Crochet Hook, Size H, 5.0mm\", \"asin\": \"B008J140RQ\", \"price\": \"$7.63\", \"quantity\": \"\"},\n{\"title\": \"Yarniss Large Ergonomic Crochet Hooks Set 6.5mm 7.0mm 8.0mm 9.0mm 10.0mm (5 Size)\", \"asin\": \"B07RV1SH9L\", \"price\": \"$8.99\", \"quantity\": \"\"},\n{\"title\": \"Knit Picks Dots Crochet Hook Set - Comfortable Ergonomic Handles - 9 Color Coded Sizes\", \"asin\": \"B0DHG1SGY1\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Lighted Crochet Hooks Set - 11 Sizes Light Up Crochet Hooks with Case,Rechargeable Crochet Hook with Light,2.5mm to 8mm\", \"asin\": \"B07PDKTNJT\", \"price\": \"$18.99\", \"quantity\": \"\"},\n{\"title\": \"Clover 1047/H Deep Blue Amour Crochet Hook, Size H, 5.0mm\", \"asin\": \"B008J140RQ\", \"price\": \"$7.63\", \"quantity\": \"\"},\n{\"title\": \"clover 3674 Amour Crochet Hook Set, 1\", \"asin\": \"B00GURQRAO\", \"price\": \"$64.59\", \"quantity\": \"\"},\n{\"title\": \"Mbeliever 4XL Tunisian Crochet Hook Set with Cable 6 Inch Aluminium Interchangeable Crochet Hook Set Long Crochet Hook 26 Pic Crochet Hook Set 3mm-10mm\", \"asin\": \"B0D48LMXRN\", \"price\": \"$45.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Clover 3672 Amour Crochet Hook Set, 10 sizes\", \"asin\": \"B00B2CCA6W\", \"price\": \"$43.84\"},\n{\"title\": \"Clover Crochet Hook Amour Size I 5.50mm - 1\", \"asin\": \"B08QRHC1S6\", \"price\": \"$9.99\"},\n{\"title\": \"Susan Bates Crochet Hook Set SZ G6-K105, Sizes G6/4mm to K10.5/6.5mm\", \"asin\": \"B0BWSF3JYT\", \"price\": \"$12.95\"},\n{\"title\": \"Knit Picks Dots Crochet Hook Set - Comfortable Ergonomic Handles - 9 Color Coded Sizes\", \"asin\": \"B0DHG1SGY1\", \"price\": \"$34.99\"},\n{\"title\": \"Yarniss Large Ergonomic Crochet Hooks Set 6.5mm 7.0mm 8.0mm 9.0mm 10.0mm (5 Size)\", \"asin\": \"B07RV1SH9L\", \"price\": \"$8.99\"},\n{\"title\": \"Knit Picks WeCrochet 15 Piece Expanded Bright Crochet Hook Set with Ergonomic Handles\", \"asin\": \"B0CTRRJJS1\", \"price\": \"$24.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T21:00:13.163Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T21:00:13.163Z\", \"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\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$107.97\", \"quantity\": \"1\"},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$119.95\", \"quantity\": \"1\"},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$14.51\", \"quantity\": \"1\"},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"price\": \"$16.18\", \"quantity\": \"1\"},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$19.53\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.87\", \"quantity\": \"1\"},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"1\"},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$3.28\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"price\": \"$22.74\", \"quantity\": \"1\"},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$64.90\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$95.98\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$35.99\", \"quantity\": \"1\"},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.78\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07WX629B8\"},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\"},\n{\"price\": \"$17.99\"},\n{\"bullet_list\": \"Create professional-quality documents with a glossy finish Best for businesses printing 2-sided financial documents, business plans and reports Easily print documents and create high-quality scans from virtually anywhere with HP Smart app Print crisp, black text and sharp color graphics on professional paper High-performance paper for compelling brochures, flyers and marketing materials with little or no show-through FSC-certified, recyclable paper designed to help protect the world's forests for the future Optimized for HP laser printers\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"HP Professional Business Paper, Glossy, 8.5x11 in, 52 lb, 150 sheets, works with laser printers (4WN10A),White\", \"asin\": \"B07WW2CHB7\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"PPD 100 Sheets Inkjet Glossy Brochure and Flyer Paper 8.5x11 37lbs 140gsm Professional Quality Double Sided Instant Dry and Water-Resistant (PPD-72-100)\", \"asin\": \"B08GCS5WWY\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"HP Everyday Photo Paper, Glossy, 8.5x11 in, 50 sheets (Q8723A)\", \"asin\": \"B000TT7YRY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"HP Premium Plus Photo Paper, Glossy, 8.5x11 in, 50 sheets (CR664A), White, Pack 1\", \"asin\": \"B004SGDYCI\", \"price\": \"$22.20\", \"quantity\": \"\"},\n{\"title\": \"Uinkit 100 Sheets Inkjet Photo Paper Glossy 8.5x11 48lb 180Gsm Professional Photographic Paper Letter Size 8.5Mil Instant Dry Suitable for All Ink Printers\", \"asin\": \"B0742C9BCP\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"HP Everyday Photo Paper, Glossy, 8.5x11 in, 25 sheets (Q5498A)\", \"asin\": \"B00066IHMG\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"HP Professional Business Paper, Glossy, 8.5x11 in, 48 lb, 150 sheets, works with inkjet, PageWide, laser printers (Q1987A)\", \"asin\": \"B0000BW6V6\", \"price\": \"$43.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\"},\n{\"title\": \"ESHANG Glossy Thin Printer Paper 8.5x11 Inches 100 Sheets for DIY Chip Bag and Custom Party Favors 30LB\", \"asin\": \"B0C6L1DJSD\", \"price\": \"$11.99\"},\n{\"title\": \"HARTWII 220 Pack Double Sided Photo Paper Glossy Inkjet 8.5x11 32lb 120gsm A4 Letter Size for All Dye Ink Printers\", \"asin\": \"B0B3RGLC4F\", \"price\": \"$28.99\"},\n{\"title\": \"Uinkit 37lb Thin Flyer Paper Glossy 8.5x11 Inkjet 100 Sheets Single Side DIY Chip Bag 135gsm Photos Picture for Inkjet Printer with Dye Ink Letter size A4 Brochure\", \"asin\": \"B08JSKXLF6\", \"price\": \"$14.99\"},\n{\"title\": \"Koala Semi-Glossy Thin Inkjet Photo Paper 8.5x11 Inches 40 Sheets for Brochure Flyer 6 Mil Compatible with Inkjet Printer Use DYE INK 30LB\", \"asin\": \"B09NKX74YF\", \"price\": \"$8.99\"},\n{\"title\": \"Double-Sided 100lb Gloss Text Digital C2S Paper \\u2013 Perfect for Color Laser Printing, Design Proposals, Flyers, Brochures | 8.5 x 11 | 100lb Gloss Text | Glossy Coated | 100 Sheets (100lb Gloss, 8.5x11)\", \"asin\": \"B0D826BX5Y\", \"price\": \"$24.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T21:01:24.837Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T21:01:24.837Z
|
click
|
cart_side_bar
|
rule
|
train
| 1,073 |
2025-04-06T21:01:24.837Z
|
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|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T21:00:13.163Z", "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": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "price": "$107.97", "quantity": "1"},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "price": "$119.95", "quantity": "1"},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "price": "$17.99", "quantity": "1"},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "price": "$99.99", "quantity": "1"},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "price": "$14.51", "quantity": "1"},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "price": "$16.18", "quantity": "1"},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "price": "$1.99", "quantity": "1"},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "price": "$9.99", "quantity": "1"},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "price": "$12.99", "quantity": "1"},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "price": "$19.53", "quantity": "1"},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "price": "$1.87", "quantity": "1"},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "price": "$5.47", "quantity": "1"},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.47", "quantity": "1"},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "price": "$12.10", "quantity": "1"},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "price": "$3.28", "quantity": "1"},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$16.55", "quantity": "1"},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "price": "$14.99", "quantity": "1"},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "price": "$22.74", "quantity": "1"},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "price": "$31.98", "quantity": "1"},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "price": "$41.99", "quantity": "1"},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "price": "$64.90", "quantity": "1"},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$29.98", "quantity": "1"},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "price": "$69.99", "quantity": "3"},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "price": "$49.99", "quantity": "1"},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "price": "$95.98", "quantity": "1"},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$35.99", "quantity": "1"},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "price": "$4.00", "quantity": "1"},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "price": "$4.78", "quantity": "1"}],
"product_details": [{"asin": "B07WX629B8"},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)"},
{"price": "$17.99"},
{"bullet_list": "Create professional-quality documents with a glossy finish Best for businesses printing 2-sided financial documents, business plans and reports Easily print documents and create high-quality scans from virtually anywhere with HP Smart app Print crisp, black text and sharp color graphics on professional paper High-performance paper for compelling brochures, flyers and marketing materials with little or no show-through FSC-certified, recyclable paper designed to help protect the world's forests for the future Optimized for HP laser printers"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"promotion_items": [{"title": "HP Professional Business Paper, Glossy, 8.5x11 in, 52 lb, 150 sheets, works with laser printers (4WN10A),White", "asin": "B07WW2CHB7", "price": "$30.99", "quantity": ""},
{"title": "PPD 100 Sheets Inkjet Glossy Brochure and Flyer Paper 8.5x11 37lbs 140gsm Professional Quality Double Sided Instant Dry and Water-Resistant (PPD-72-100)", "asin": "B08GCS5WWY", "price": "$23.99", "quantity": ""},
{"title": "HP Everyday Photo Paper, Glossy, 8.5x11 in, 50 sheets (Q8723A)", "asin": "B000TT7YRY", "price": "$16.99", "quantity": ""},
{"title": "HP Premium Plus Photo Paper, Glossy, 8.5x11 in, 50 sheets (CR664A), White, Pack 1", "asin": "B004SGDYCI", "price": "$22.20", "quantity": ""},
{"title": "Uinkit 100 Sheets Inkjet Photo Paper Glossy 8.5x11 48lb 180Gsm Professional Photographic Paper Letter Size 8.5Mil Instant Dry Suitable for All Ink Printers", "asin": "B0742C9BCP", "price": "$17.99", "quantity": ""},
{"title": "HP Everyday Photo Paper, Glossy, 8.5x11 in, 25 sheets (Q5498A)", "asin": "B00066IHMG", "price": "$12.99", "quantity": ""},
{"title": "HP Professional Business Paper, Glossy, 8.5x11 in, 48 lb, 150 sheets, works with inkjet, PageWide, laser printers (Q1987A)", "asin": "B0000BW6V6", "price": "$43.99", "quantity": ""}],
"comparison_items": [{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "price": "$17.99"},
{"title": "ESHANG Glossy Thin Printer Paper 8.5x11 Inches 100 Sheets for DIY Chip Bag and Custom Party Favors 30LB", "asin": "B0C6L1DJSD", "price": "$11.99"},
{"title": "HARTWII 220 Pack Double Sided Photo Paper Glossy Inkjet 8.5x11 32lb 120gsm A4 Letter Size for All Dye Ink Printers", "asin": "B0B3RGLC4F", "price": "$28.99"},
{"title": "Uinkit 37lb Thin Flyer Paper Glossy 8.5x11 Inkjet 100 Sheets Single Side DIY Chip Bag 135gsm Photos Picture for Inkjet Printer with Dye Ink Letter size A4 Brochure", "asin": "B08JSKXLF6", "price": "$14.99"},
{"title": "Koala Semi-Glossy Thin Inkjet Photo Paper 8.5x11 Inches 40 Sheets for Brochure Flyer 6 Mil Compatible with Inkjet Printer Use DYE INK 30LB", "asin": "B09NKX74YF", "price": "$8.99"},
{"title": "Double-Sided 100lb Gloss Text Digital C2S Paper \u2013 Perfect for Color Laser Printing, Design Proposals, Flyers, Brochures | 8.5 x 11 | 100lb Gloss Text | Glossy Coated | 100 Sheets (100lb Gloss, 8.5x11)", "asin": "B0D826BX5Y", "price": "$24.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T21:01:24.837Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-06T21:01:24.837Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T21:01:24.837Z\",\"action\": \"click\",\"acion_argument\": \"cart_side_bar\",}</answer>",
"index": 1073,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T21:00:13.163Z\", \"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\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$107.97\", \"quantity\": \"1\"},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$119.95\", \"quantity\": \"1\"},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$14.51\", \"quantity\": \"1\"},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"price\": \"$16.18\", \"quantity\": \"1\"},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$19.53\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.87\", \"quantity\": \"1\"},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"1\"},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$3.28\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"price\": \"$22.74\", \"quantity\": \"1\"},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$64.90\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$95.98\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$35.99\", \"quantity\": \"1\"},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.78\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B07WX629B8\"},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\"},\n{\"price\": \"$17.99\"},\n{\"bullet_list\": \"Create professional-quality documents with a glossy finish Best for businesses printing 2-sided financial documents, business plans and reports Easily print documents and create high-quality scans from virtually anywhere with HP Smart app Print crisp, black text and sharp color graphics on professional paper High-performance paper for compelling brochures, flyers and marketing materials with little or no show-through FSC-certified, recyclable paper designed to help protect the world's forests for the future Optimized for HP laser printers\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"HP Professional Business Paper, Glossy, 8.5x11 in, 52 lb, 150 sheets, works with laser printers (4WN10A),White\", \"asin\": \"B07WW2CHB7\", \"price\": \"$30.99\", \"quantity\": \"\"},\n{\"title\": \"PPD 100 Sheets Inkjet Glossy Brochure and Flyer Paper 8.5x11 37lbs 140gsm Professional Quality Double Sided Instant Dry and Water-Resistant (PPD-72-100)\", \"asin\": \"B08GCS5WWY\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"HP Everyday Photo Paper, Glossy, 8.5x11 in, 50 sheets (Q8723A)\", \"asin\": \"B000TT7YRY\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"HP Premium Plus Photo Paper, Glossy, 8.5x11 in, 50 sheets (CR664A), White, Pack 1\", \"asin\": \"B004SGDYCI\", \"price\": \"$22.20\", \"quantity\": \"\"},\n{\"title\": \"Uinkit 100 Sheets Inkjet Photo Paper Glossy 8.5x11 48lb 180Gsm Professional Photographic Paper Letter Size 8.5Mil Instant Dry Suitable for All Ink Printers\", \"asin\": \"B0742C9BCP\", \"price\": \"$17.99\", \"quantity\": \"\"},\n{\"title\": \"HP Everyday Photo Paper, Glossy, 8.5x11 in, 25 sheets (Q5498A)\", \"asin\": \"B00066IHMG\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"HP Professional Business Paper, Glossy, 8.5x11 in, 48 lb, 150 sheets, works with inkjet, PageWide, laser printers (Q1987A)\", \"asin\": \"B0000BW6V6\", \"price\": \"$43.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\"},\n{\"title\": \"ESHANG Glossy Thin Printer Paper 8.5x11 Inches 100 Sheets for DIY Chip Bag and Custom Party Favors 30LB\", \"asin\": \"B0C6L1DJSD\", \"price\": \"$11.99\"},\n{\"title\": \"HARTWII 220 Pack Double Sided Photo Paper Glossy Inkjet 8.5x11 32lb 120gsm A4 Letter Size for All Dye Ink Printers\", \"asin\": \"B0B3RGLC4F\", \"price\": \"$28.99\"},\n{\"title\": \"Uinkit 37lb Thin Flyer Paper Glossy 8.5x11 Inkjet 100 Sheets Single Side DIY Chip Bag 135gsm Photos Picture for Inkjet Printer with Dye Ink Letter size A4 Brochure\", \"asin\": \"B08JSKXLF6\", \"price\": \"$14.99\"},\n{\"title\": \"Koala Semi-Glossy Thin Inkjet Photo Paper 8.5x11 Inches 40 Sheets for Brochure Flyer 6 Mil Compatible with Inkjet Printer Use DYE INK 30LB\", \"asin\": \"B09NKX74YF\", \"price\": \"$8.99\"},\n{\"title\": \"Double-Sided 100lb Gloss Text Digital C2S Paper \\u2013 Perfect for Color Laser Printing, Design Proposals, Flyers, Brochures | 8.5 x 11 | 100lb Gloss Text | Glossy Coated | 100 Sheets (100lb Gloss, 8.5x11)\", \"asin\": \"B0D826BX5Y\", \"price\": \"$24.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T21:01:24.837Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T21:00:13.163Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T21:01:24.837Z\", \"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\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$107.97\", \"quantity\": \"1\"},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$119.95\", \"quantity\": \"1\"},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$14.51\", \"quantity\": \"1\"},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"price\": \"$16.18\", \"quantity\": \"1\"},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$19.53\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.87\", \"quantity\": \"1\"},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"1\"},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$3.28\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"price\": \"$22.74\", \"quantity\": \"1\"},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$64.90\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$95.98\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$35.99\", \"quantity\": \"1\"},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.78\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B071FHXNLM\"},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\"},\n{\"price\": \"$16.18\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Flavor Name\": \"Island Berry Lime\"},\n{\"Size\": \"14 Count (Pack of 12)\"}],\n\"promotion_items\": [{\"asin\": \"B08CMKB7G2\"},\n{\"asin\": \"B00DISFPV0\"},\n{\"asin\": \"B00IO2C8G0\"},\n{\"asin\": \"B089MWK3Q2\"},\n{\"asin\": \"B0CX9GLJPW\"},\n{\"asin\": \"B00DISFDDK\"},\n{\"asin\": \"B0BV5M3SPH\"}],\n\"comparison_items\": [{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"price\": \"$17.03\"},\n{\"title\": \"Dentyne Fire Spicy Cinnamon Sugar Free Gum, Pack of 9 (144 Total Pieces)\", \"asin\": \"B00IO2D93Q\", \"price\": \"$11.54\"},\n{\"title\": \"Trident Cinnamon Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B0BG3Q2NC9\", \"price\": \"$11.95\"},\n{\"title\": \"Trident Original Flavor Sugar Free Gum, 14 Pieces (Pack of 24) (336 Total Pieces)\", \"asin\": \"B07D96RHXV\", \"price\": \"$18.69\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 12 Pocket Packs of 28 Pieces (336 Pieces Total)\", \"asin\": \"B0BV5M3SPH\", \"price\": \"$24.99\"},\n{\"title\": \"Trident Sugar-Free Gum, Cinnamon, 15 Count (Pack of 14)\", \"asin\": \"B00EFYIXS8\", \"price\": \"$16.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T21:01:33.305Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-06T21:01:33.305Z
|
purchase
|
B071FHXNLM
|
rule
|
train
| 1,074 |
2025-04-06T21:01:33.305Z
|
purchase
|
B071FHXNLM
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-06T21:00:13.163Z", "action": "click", "action_argument": "cart_side_bar"}
{"timestamp": "2025-04-06T21:01:24.837Z", "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": "Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8", "asin": "B0987X1K61", "price": "$107.97", "quantity": "1"},
{"title": "Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8", "asin": "B0DB2RFSGQ", "price": "$119.95", "quantity": "1"},
{"title": "HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)", "asin": "B07WX629B8", "price": "$17.99", "quantity": "1"},
{"title": "R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)", "asin": "B08HCPYXCD", "price": "$99.99", "quantity": "1"},
{"title": "CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce", "asin": "B07RK4HST7", "price": "$14.51", "quantity": "1"},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "price": "$16.18", "quantity": "1"},
{"title": "Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count", "asin": "B0CPKFZ3VH", "price": "$1.99", "quantity": "1"},
{"title": "Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)", "asin": "B0C9DDCKM3", "price": "$9.99", "quantity": "1"},
{"title": "Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity", "asin": "B07MGKCV5Y", "price": "$12.99", "quantity": "1"},
{"title": "Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz", "asin": "B0CZ7P8JCS", "price": "$19.53", "quantity": "1"},
{"title": "Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz", "asin": "B0195UTBKA", "price": "$1.87", "quantity": "1"},
{"title": "wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage", "asin": "B08RRR61NB", "price": "$5.47", "quantity": "1"},
{"title": "CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce", "asin": "B00TTD9BRC", "price": "$17.47", "quantity": "1"},
{"title": "The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz", "asin": "B071HHSMTT", "price": "$12.10", "quantity": "1"},
{"title": "Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)", "asin": "B0714FV9VY", "price": "$3.28", "quantity": "1"},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$16.55", "quantity": "1"},
{"title": "Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B08DD6DH6X", "price": "$15.72", "quantity": "1"},
{"title": "Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)", "asin": "B096KZPRTD", "price": "$14.99", "quantity": "1"},
{"title": "L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2", "asin": "B07D9W1QMW", "price": "$22.74", "quantity": "1"},
{"title": "Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)", "asin": "B07MJL8TPK", "price": "$31.98", "quantity": "1"},
{"title": "DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\u2161 Low Boots,Size 8,Chestnut,SDSB2432W", "asin": "B0D544YGBS", "price": "$41.99", "quantity": "1"},
{"title": "Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)", "asin": "B0CFD2JYRV", "price": "$64.90", "quantity": "1"},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$29.98", "quantity": "1"},
{"title": "Air Purifiers for Home Large Room up to 1400ft\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander", "asin": "B0C4PBLS49", "price": "$69.99", "quantity": "3"},
{"title": "FULMINARE Air Purifiers for Home Large Room, 1095 Ft\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer", "asin": "B0D793491Q", "price": "$49.99", "quantity": "1"},
{"title": "MOOKA Air Purifiers for Home Large Room up to 1076 ft\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)", "asin": "B08PJQ3MWB", "price": "$95.98", "quantity": "1"},
{"title": "Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic", "asin": "B09LM1588Z", "price": "$35.99", "quantity": "1"},
{"title": "Juicy Mixes Nerds, Variety \u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks", "asin": "B0BHTR3P3Q", "price": "$4.00", "quantity": "1"},
{"title": "Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)", "asin": "B0BDCQT67Z", "price": "$4.78", "quantity": "1"}],
"product_details": [{"asin": "B071FHXNLM"},
{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)"},
{"price": "$16.18"}],
"product_quantity": [{"quantity": "1 "},
{"quantity": "1"}],
"product_options": [{"Flavor Name": "Island Berry Lime"},
{"Size": "14 Count (Pack of 12)"}],
"promotion_items": [{"asin": "B08CMKB7G2"},
{"asin": "B00DISFPV0"},
{"asin": "B00IO2C8G0"},
{"asin": "B089MWK3Q2"},
{"asin": "B0CX9GLJPW"},
{"asin": "B00DISFDDK"},
{"asin": "B0BV5M3SPH"}],
"comparison_items": [{"title": "Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)", "asin": "B071FHXNLM", "price": "$17.03"},
{"title": "Dentyne Fire Spicy Cinnamon Sugar Free Gum, Pack of 9 (144 Total Pieces)", "asin": "B00IO2D93Q", "price": "$11.54"},
{"title": "Trident Cinnamon Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)", "asin": "B0BG3Q2NC9", "price": "$11.95"},
{"title": "Trident Original Flavor Sugar Free Gum, 14 Pieces (Pack of 24) (336 Total Pieces)", "asin": "B07D96RHXV", "price": "$18.69"},
{"title": "Trident Tropical Twist Sugar Free Gum, 12 Pocket Packs of 28 Pieces (336 Pieces Total)", "asin": "B0BV5M3SPH", "price": "$24.99"},
{"title": "Trident Sugar-Free Gum, Cinnamon, 15 Count (Pack of 14)", "asin": "B00EFYIXS8", "price": "$16.99"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-06T21:01:33.305Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-06T21:01:33.305Z\",\"action\": \"purchase\",\"acion_argument\": \"B071FHXNLM\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-06T21:01:33.305Z\",\"action\": \"purchase\",\"acion_argument\": \"B071FHXNLM\",}</answer>",
"index": 1074,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-06T21:00:13.163Z\", \"action\": \"click\", \"action_argument\": \"cart_side_bar\"}\n{\"timestamp\": \"2025-04-06T21:01:24.837Z\", \"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\": \"Merrell Women's Moab 3 Mid Waterproof Hiking Boot, Bungee Cord, 8\", \"asin\": \"B0987X1K61\", \"price\": \"$107.97\", \"quantity\": \"1\"},\n{\"title\": \"Merrell Women's Moab 3 MID WP Hiking Boot, New Bungee Cord, 8\", \"asin\": \"B0DB2RFSGQ\", \"price\": \"$119.95\", \"quantity\": \"1\"},\n{\"title\": \"HP Everyday Business Paper, Glossy, 8.5x11 in, 32 lb, 150 sheets, works with laser printers (4WN08A)\", \"asin\": \"B07WX629B8\", \"price\": \"$17.99\", \"quantity\": \"1\"},\n{\"title\": \"R.W.FLAME Chest Freezer 3.5 Cubic Feet with Removable Baskets*2 and Defrost Water Drain, Deep Freezer, Adjustable Temperature, Energy Saving, Top Open Door Compact Freezer (3.5 Cubic Feet, White)\", \"asin\": \"B08HCPYXCD\", \"price\": \"$99.99\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Daily Moisturizing Lotion for Dry Skin, Body Lotion & Face Moisturizer with Hyaluronic Acid and Ceramides, Daily Moisturizer, Fragrance Free, Oil-Free, 19 Ounce\", \"asin\": \"B07RK4HST7\", \"price\": \"$14.51\", \"quantity\": \"1\"},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"price\": \"$16.18\", \"quantity\": \"1\"},\n{\"title\": \"Ivory Gentle Bar Soap Original Scent 3.17 Oz., 2 Count\", \"asin\": \"B0CPKFZ3VH\", \"price\": \"$1.99\", \"quantity\": \"1\"},\n{\"title\": \"Portable Mini Humidifier, Colorful, Cool Mist, USB Powered. Perfect for Bedroom, Office & Car (300ml, White)\", \"asin\": \"B0C9DDCKM3\", \"price\": \"$9.99\", \"quantity\": \"1\"},\n{\"title\": \"Iberia All Natural Distilled White Vinegar, 1 Gallon - 5% Acidity\", \"asin\": \"B07MGKCV5Y\", \"price\": \"$12.99\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Optic White Renewal Teeth Whitening Toothpaste, Whitening Fluoride Toothpaste, Effectively Removes Tea, Coffee, and Wine Stains, Made with Hydrogen Peroxide, Brilliant Shine, 3 Pack, 3.0 oz\", \"asin\": \"B0CZ7P8JCS\", \"price\": \"$19.53\", \"quantity\": \"1\"},\n{\"title\": \"Colgate Cavity Protection Regular Fluoride Toothpaste, White, 6 oz\", \"asin\": \"B0195UTBKA\", \"price\": \"$1.87\", \"quantity\": \"1\"},\n{\"title\": \"wet n wild Bare Focus Tinted Hydrator Matte Finish, Light Medium, Oil-Free, Moisturizing Makeup | Hyaluronic Acid | Sheer To Medium Coverage\", \"asin\": \"B08RRR61NB\", \"price\": \"$5.47\", \"quantity\": \"1\"},\n{\"title\": \"CeraVe Moisturizing Cream, Body and Face Moisturizer for Dry Skin, Body Cream with Hyaluronic Acid and Ceramides, Daily Moisturizer, Oil-Free, Fragrance Free, Non-Comedogenic, 19 Ounce\", \"asin\": \"B00TTD9BRC\", \"price\": \"$17.47\", \"quantity\": \"1\"},\n{\"title\": \"The Ordinary Granactive Retinoid 2% Emulsion, Advanced Retinoid Alternative for Anti-Aging and Skin Texture Improvement, 1 Fl Oz\", \"asin\": \"B071HHSMTT\", \"price\": \"$12.10\", \"quantity\": \"1\"},\n{\"title\": \"Trident Sugar Free Gum, Watermelon Twist Flavor, 3 Packs (42 Pieces Total)\", \"asin\": \"B0714FV9VY\", \"price\": \"$3.28\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$16.55\", \"quantity\": \"1\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B08DD6DH6X\", \"price\": \"$15.72\", \"quantity\": \"1\"},\n{\"title\": \"Punky Colour 3-in-1 Color Depositing Hair Cleanser & Conditioner, 8.5 fl oz. (Purpledacious)\", \"asin\": \"B096KZPRTD\", \"price\": \"$14.99\", \"quantity\": \"1\"},\n{\"title\": \"L'Oreal Paris Feria Multi-Faceted Shimmering Permanent Hair Color, R57 Intense Medium Auburn, Hair Dye Kit, Pack of 2\", \"asin\": \"B07D9W1QMW\", \"price\": \"$22.74\", \"quantity\": \"1\"},\n{\"title\": \"Premier Protein Liquid Protein Shake, Caramel, 30g Protein, 1g Sugar, 24 Vitamins & Minerals, Nutrients to Support Immune Health 11.5 fl oz Bottle (12 Pack)\", \"asin\": \"B07MJL8TPK\", \"price\": \"$31.98\", \"quantity\": \"1\"},\n{\"title\": \"DREAM PAIRS Snow Boots for Women Genuine Suede Faux Fur Lining Water Resistant Anti-Slip Warm Winter Booties Slip On Memory Foam Comfort Ankle Boots FuzzyClassic\\u2161 Low Boots,Size 8,Chestnut,SDSB2432W\", \"asin\": \"B0D544YGBS\", \"price\": \"$41.99\", \"quantity\": \"1\"},\n{\"title\": \"Project Cloud Genuine Suede Ankle Boots for Women - Water Resistant with Memory Foam Insole Winter Boots for Women - Trending Shoes & Comfortable Women's Ankle Boots (Hippy, Chestnut, 8)\", \"asin\": \"B0CFD2JYRV\", \"price\": \"$64.90\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$29.98\", \"quantity\": \"1\"},\n{\"title\": \"Air Purifiers for Home Large Room up to 1400ft\\u00b2, VEWIOR H13 True HEPA Air Purifier for Bedroom with night light, Fragrance Sponge, Sleep Mode, Timer, Lock, Air Cleaner for Wildfire Smoke Odor Dander\", \"asin\": \"B0C4PBLS49\", \"price\": \"$69.99\", \"quantity\": \"3\"},\n{\"title\": \"FULMINARE Air Purifiers for Home Large Room, 1095 Ft\\u00b2 Coverage, True HEPA Air Purifier for Bedroom, Pets, Smokers, PM2.5, VOCs... Air Cleaner with Auto Variable Frequency, Sleep Mode, Timer\", \"asin\": \"B0D793491Q\", \"price\": \"$49.99\", \"quantity\": \"1\"},\n{\"title\": \"MOOKA Air Purifiers for Home Large Room up to 1076 ft\\u00b2, H13 True HEPA Air Filter Cleaner, Odor Eliminator, Remove Smoke Dust Pollen Pet Dander, Night Light(Available for California)\", \"asin\": \"B08PJQ3MWB\", \"price\": \"$95.98\", \"quantity\": \"1\"},\n{\"title\": \"Homvana Humidifiers for Bedroom Home, 3.6 L Cool Mist Top-Fill 34H Super Long Time, Quiet 16dB, Baby Humidifier, Oil Diffuser for Large Room, Plants, Nursery, Office BPA FREE, 7 Color Light Ultrasonic\", \"asin\": \"B09LM1588Z\", \"price\": \"$35.99\", \"quantity\": \"1\"},\n{\"title\": \"Juicy Mixes Nerds, Variety \\u2013 Powder Drink Mix, Delicious hydration, Makes 30 Drinks\", \"asin\": \"B0BHTR3P3Q\", \"price\": \"$4.00\", \"quantity\": \"1\"},\n{\"title\": \"Skittles Singles To Go Variety Pack, Powdered Drink Mix, Zero Sugar, Low Calorie, Includes 4 Flavors: Green Apple, Strawberry, Grape, Orange, 1 Box (30 Single Servings)\", \"asin\": \"B0BDCQT67Z\", \"price\": \"$4.78\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B071FHXNLM\"},\n{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\"},\n{\"price\": \"$16.18\"}],\n\"product_quantity\": [{\"quantity\": \"1 \"},\n{\"quantity\": \"1\"}],\n\"product_options\": [{\"Flavor Name\": \"Island Berry Lime\"},\n{\"Size\": \"14 Count (Pack of 12)\"}],\n\"promotion_items\": [{\"asin\": \"B08CMKB7G2\"},\n{\"asin\": \"B00DISFPV0\"},\n{\"asin\": \"B00IO2C8G0\"},\n{\"asin\": \"B089MWK3Q2\"},\n{\"asin\": \"B0CX9GLJPW\"},\n{\"asin\": \"B00DISFDDK\"},\n{\"asin\": \"B0BV5M3SPH\"}],\n\"comparison_items\": [{\"title\": \"Trident Island Berry Lime Sugar Free Gum, 12 Packs of 14 Pieces (168 Total Pieces)\", \"asin\": \"B071FHXNLM\", \"price\": \"$17.03\"},\n{\"title\": \"Dentyne Fire Spicy Cinnamon Sugar Free Gum, Pack of 9 (144 Total Pieces)\", \"asin\": \"B00IO2D93Q\", \"price\": \"$11.54\"},\n{\"title\": \"Trident Cinnamon Sugar Free Gum, 6 Pocket Packs of 28 Pieces (168 Total Pieces)\", \"asin\": \"B0BG3Q2NC9\", \"price\": \"$11.95\"},\n{\"title\": \"Trident Original Flavor Sugar Free Gum, 14 Pieces (Pack of 24) (336 Total Pieces)\", \"asin\": \"B07D96RHXV\", \"price\": \"$18.69\"},\n{\"title\": \"Trident Tropical Twist Sugar Free Gum, 12 Pocket Packs of 28 Pieces (336 Pieces Total)\", \"asin\": \"B0BV5M3SPH\", \"price\": \"$24.99\"},\n{\"title\": \"Trident Sugar-Free Gum, Cinnamon, 15 Count (Pack of 14)\", \"asin\": \"B00EFYIXS8\", \"price\": \"$16.99\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-06T21:01:33.305Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T04:42:11.104Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T04:42:11.104Z
|
input
|
egg
|
rule
|
train
| 1,075 |
2025-04-15T04:42:11.104Z
|
input
|
egg
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T04:42:11.104Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T04:42:11.104Z\",\"action\": \"input\",\"acion_argument\": \"egg\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T04:42:11.104Z\",\"action\": \"input\",\"acion_argument\": \"egg\",}</answer>",
"index": 1075,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T04:42:11.104Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T04:42:11.104Z\", \"action\": \"input\", \"action_argument\": \"egg\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"egg\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T04:42:12.329Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-15T04:42:12.329Z
|
click
|
search
|
rule
|
train
| 1,076 |
2025-04-15T04:42:12.329Z
|
click
|
search
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-15T04:42:11.104Z", "action": "input", "action_argument": "egg"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "egg"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-15T04:42:12.329Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-15T04:42:12.329Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-15T04:42:12.329Z\",\"action\": \"click\",\"acion_argument\": \"search\",}</answer>",
"index": 1076,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-15T04:42:11.104Z\", \"action\": \"input\", \"action_argument\": \"egg\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"egg\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-15T04:42:12.329Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"owala water bottle\"}],\n\"promotion_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Foggy Tide\", \"asin\": \"B0C59B9VJ4\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Steel, Double Walled, Thermo Mug,Rice White\", \"asin\": \"B0DL3DZSCM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, High Tide\", \"asin\": \"B0DPNKCVPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip and Flip Stainless Steel Water Bottles, 32 Oz, Blue\", \"asin\": \"B0B1VYSF8T\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot Set for Owala Water Bottle 24 oz, 32 oz, 40 oz - Includes Non-Slip Sleeve, Shoulder Strap & Handle Strap, Perfect Owala Accessories, Fits Owala Tumbler, Owala FreeSip, Owala Candy Coated\", \"asin\": \"B0DJGSPRLH\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"S.Pellegrino Sparkling Natural Mineral Water, Unflavored, 11.15 Fl. Oz (Pack of 24)\\nUnflavored11.15 Fl Oz (Pack of 24)\", \"asin\": \"B07G6KHNXH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, High Tide\", \"asin\": \"B0DPNKCVPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade Half Gallon Cooler Jug, Sports Hydration Jug, BPA-Free, 64oz, Double Wall Insulation\\u200b\", \"asin\": \"B0CTKWD8R6\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade Gx, Marble Blue, 30 Oz\", \"asin\": \"B0BXFM9HRJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Dreamy Field\", \"asin\": \"B0C59BYVTQ\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Purple (Bunny Hop)\", \"asin\": \"B0CFNS3CF6\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\"}],\n\"search_results\": [{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Shy Marshmallow\", \"asin\": \"B085DV8T75\", \"price\": \"$27.94\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, Black\", \"asin\": \"B0DPNLCJMG\", \"price\": \"$21.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Natural Spring Water - Two Bottle Bundle (5-Gallons each bottle) Plastic\", \"asin\": \"B09FN4CRJ6\"},\n{\"title\": \"Double-wall Stainless Steel water bottle - 32 oz - Locking Spout Cover - vacuum insulated LEAK-PROOF design - innovative dual Sip or Swig\\u2122 design with hidden straw (Black Adder)\", \"asin\": \"B0DY5QZSY2\", \"price\": \"$29.98\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 17 left in stock - order soon.\"},\n{\"title\": \"Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Harry Potter FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24oz, Ravenclaw\", \"asin\": \"B099SJKMLG\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Gray (Foggy Tide)\", \"asin\": \"B0CFNQRML7\", \"price\": \"$30.30\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"FreeSip Clear Tritan Plastic Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 25 Oz, Very, Very Dark (Pack of 1)\", \"asin\": \"B085DV3XR4\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Harry Potter FreeSip Insulated Stainless Steel Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 24 oz, Gryffindor\", \"asin\": \"B099SH25ZM\", \"price\": \"$34.98\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Insulated stainless steel kettle with straw, ideal for sports and travel, BPA-free\\uff0c316 stainless steel, 20 oz (Pink)\", \"asin\": \"B0DC6S44F3\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"S.Pellegrino Sparkling Natural Mineral Water, Unflavored, 11.15 Fl. Oz (Pack of 24)\", \"asin\": \"B07G6KHNXH\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Still Mountain Water, 8-Pack (19.2oz Cans), Real Mountain Source, Infinitely Recyclable Ice-Cold Cans, American Made\", \"asin\": \"B0BJ3CJJ4G\", \"price\": \"$12.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n{\"title\": \"Sparkling Cola, Functional Essential Energy Drink 12 Fl Oz (Pack of 12)\", \"asin\": \"B007R8XGJK\", \"price\": \"$22.98\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Boneyard\", \"asin\": \"B09SJRBMP3\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT51RR\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Quick Flip GO Water Bottle 24 oz | Push Button Lid | Leakproof and Packable for Travel and Sports | Insulated Stainless Steel | BPA-Free | Lilac 2.0\", \"asin\": \"B0CT491D9G\", \"price\": \"$25.00\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Pomelo\", \"asin\": \"B0CT49XPPY\", \"price\": \"$35.00\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Kids Insulation Stainless Steel Tumbler with Spill Resistant Flexible Straw, Easy to Clean, Kids Water Bottle, Great for Travel, Dishwasher Safe, 12 Oz, Peach and Yellow (Picnic)\", \"asin\": \"B0C768CWDF\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0DGW4ZS9X\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Half Gallon Cooler Jug, Sports Hydration Jug, BPA-Free, 64oz, Double Wall Insulation\\u200b\", \"asin\": \"B0CTKWD8R6\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0D8K2K2P4\", \"price\": \"$29.22\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottles with Straw for Sports and Travel, BPA-Free, 24-oz\", \"asin\": \"B0BHP6CHHH\", \"price\": \"$55.93\", \"delivery\": \"\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw and Silicone Water Bottle Boot\", \"asin\": \"B0CBV71Y2B\", \"price\": \"$34.98\", \"delivery\": \"\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw and Silicone Water Bottle Boot\", \"asin\": \"B0C7Q91ZNS\", \"price\": \"$34.98\", \"delivery\": \"\"},\n{\"title\": \"Kids Flip Insulated Stainless-Steel Water Bottle with Straw and Locking Lid, 14-Ounce, Brown/Teal (Mint Chocolate Chip)\", \"asin\": \"B0C46P7LZQ\", \"price\": \"$17.58\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Cooper 22oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Lilac\", \"asin\": \"B08DDJ7CNW\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Vacuum Insulated Water Bottle with Straw 32oz Stainless Steel Thermos Bottle Base Cover for Owala 24oz Sports Vacuum Flask Pink24OZ\", \"asin\": \"B0DMKHWX4T\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 25 - May 6 Or fastest delivery Apr 10 - 15\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw - 40oz, Foggy Tide & Silicone Boot, Anti-Slip Protective Sleeve for Sports & Travel\", \"asin\": \"B0CXF7QLGY\", \"price\": \"$48.98\", \"delivery\": \"\"},\n{\"title\": \"SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Green (Hip Cactus)\", \"asin\": \"B0CBCSMN86\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 14 - 18 for Prime members\"},\n{\"title\": \"32 oz Insulated Water Bottle with Straw, Bow Water Bottle Stainless Steel with Flip Straw and Handle, Leak Proof, Metal, Reusable, Wide Mouth, for Travel, Gym and School (Breeze Pink Bow)\", \"asin\": \"B0DLNPMJ94\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 32 Oz, Retro Boardwalk\", \"asin\": \"B09L5PDTB7\", \"price\": \"$56.05\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 1 left in stock - order soon.\"},\n{\"title\": \"Chute Mag Vacuum Insulated Stainless Steel Water Bottle\", \"asin\": \"B07XL9VDGV\", \"price\": \"$27.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"32oz FreeSip Insulated Stainless Steel Water Bottle Bundle with Silicone Boot (Black)\", \"asin\": \"B0CBV62GLH\", \"price\": \"$42.97\", \"delivery\": \"\"},\n{\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ellies 12oz Vacuum Insulated Stainless Steel Kids Water Bottle with Straw and Built-in Carrying Handle and Leak-Proof Locking Lid for School Backpack, Lunchbox and Outdoor Sports\", \"asin\": \"B0D3NN2D85\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Insulated Water Bottle 24 oz with 2-in-1 Straw and Swig Lid, Leakproof and BPA Free, Keep Cold 24H, Vacuum Stainless Steel Kids Water Bottle for School, Travel and Sports, All Dishwasher Safe\", \"asin\": \"B0D7W2Y4PQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"IceFlow Fast Flow Water Bottle | Angled Spout Lid | Lightweight & Leakproof for Travel & Sports | Insulated Stainless Steel | BPA-Free\", \"asin\": \"B0CFP3PCM1\", \"price\": \"$35.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Tied And True Blue Bows 32 Oz Freesip UO Exclusive\", \"asin\": \"B0DHPVRPRF\"},\n{\"title\": \"Kids Water Bottle Jr. Stainless Steel Insulated With Straw Cap for Water, Milk, Juice, School, Camp, Sport, Play and Lunch, Easy to Clean, Leak-Resistant\", \"asin\": \"B0D1W4D7CR\", \"price\": \"$19.47\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-Proof, Fits in Car Cup Holder, Stainless Steel Water Bottle for Sports, Travel, and School (Cotton Candy)\", \"asin\": \"B0D8J37DHP\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"OwalaOwala FreeSip Insulated Stainless Steel Water Bottle, Very Dark & Silicone Water Bottle Boot, Anti-Slip Protective Sleeve Cover, BlackOwala\", \"asin\": \"B0BSKRQSLC\", \"price\": \"$34.98\", \"delivery\": \"\"},\n{\"title\": \"SmoothSip Slider Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free 20 oz, Purple/Pink (Crochet Queen)\", \"asin\": \"B0DF44VL96\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle Bundle with Silicone Boot (32oz)\", \"asin\": \"B0CBV585KD\", \"price\": \"$42.97\", \"delivery\": \"\"},\n{\"title\": \"Water Bottle with Straw lid | Insulated Stainless Steel Thermos | Reusable Travel Water Bottles for Gym & Sports | Leak Proof & BPA Free | Mesa Collection | 34oz, Almond Birch\", \"asin\": \"B0CXFBK2DC\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"FreeSip 24-oz Insulated Stainless Steel Water Bottles with Straw, Tropical & Shy Marshmallow\", \"asin\": \"B0D128YXDY\", \"price\": \"$55.93\", \"delivery\": \"\"},\n{\"title\": \"Kids BPA-Free Plastic Tumbler with Spill Resistant Flexible Straw, Easy to Clean, Kids Water Bottle, Great for Travel, Dishwasher Safe, 15 Oz, Orange and Peach (Watermelon)\", \"asin\": \"B0CNGY8XGD\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.92\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"PREORDER: Freesip Water Bottle in Assorted Colors Can You See Me? 32 oz\", \"asin\": \"B0CHCJ2JJC\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"FUNTAINER 16 Ounce Stainless Steel Vacuum Insulated Bottle with Wide Spout Lid, Neon Purple\", \"asin\": \"B0CZPTGMNQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Insulated Water Bottle 18oz Stainless Steel Water Bottles With Straw And Carry Handle Double Wall Metal Thermos,Light Blue Leopard\", \"asin\": \"B0CGM1PY51\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"B0CQVWT2NH\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Insulated Stainless Steel Water Bottle with Straw, 24 oz, Reusable Sports and Travel Bottle for School, Kids, and Outdoors - Leakproof and BPA-Free (PINK)\", \"asin\": \"B0DHCGTH84\", \"price\": \"$29.75\", \"delivery\": \"FREE delivery Apr 30 - May 21\"},\n{\"title\": \"Insulated stainless steel kettle with straw, ideal for sports and travel, BPA-free (pink), Same capacity\", \"asin\": \"B0D78DK328\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Oasis 32 oz Water Bottle with Chug Lid, Stainless Steel Insulated Water Bottle For Men and Women, Lavender\", \"asin\": \"B0DQPR73SB\", \"price\": \"$19.95\", \"delivery\": \"FREE delivery Apr 10 - 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:18:23.999Z\", // 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
|
2025-04-05T12:18:23.999Z
|
click_product
|
B085DV8T75
|
rule
|
train
| 1,077 |
2025-04-05T12:18:23.999Z
|
click_product
|
B085DV8T75
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "owala water bottle"}],
"promotion_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Foggy Tide", "asin": "B0C59B9VJ4", "price": "$32.99", "quantity": ""},
{"title": "Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Steel, Double Walled, Thermo Mug,Rice White", "asin": "B0DL3DZSCM", "price": "$24.99", "quantity": ""},
{"title": "ZULU Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, High Tide", "asin": "B0DPNKCVPN", "price": "$24.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "quantity": ""},
{"title": "Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip and Flip Stainless Steel Water Bottles, 32 Oz, Blue", "asin": "B0B1VYSF8T", "price": "$7.99", "quantity": ""},
{"title": "Silicone Boot Set for Owala Water Bottle 24 oz, 32 oz, 40 oz - Includes Non-Slip Sleeve, Shoulder Strap & Handle Strap, Perfect Owala Accessories, Fits Owala Tumbler, Owala FreeSip, Owala Candy Coated", "asin": "B0DJGSPRLH", "price": "$9.99", "quantity": ""},
{"title": "S.Pellegrino Sparkling Natural Mineral Water, Unflavored, 11.15 Fl. Oz (Pack of 24)\nUnflavored11.15 Fl Oz (Pack of 24)", "asin": "B07G6KHNXH", "price": "$19.99", "quantity": ""},
{"title": "ZULU Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, High Tide", "asin": "B0DPNKCVPN", "price": "$24.99", "quantity": ""},
{"title": "Gatorade Half Gallon Cooler Jug, Sports Hydration Jug, BPA-Free, 64oz, Double Wall Insulation\u200b", "asin": "B0CTKWD8R6", "price": "$15.99", "quantity": ""},
{"title": "Gatorade Gx, Marble Blue, 30 Oz", "asin": "B0BXFM9HRJ", "price": "$19.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "quantity": ""},
{"title": "Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey", "asin": "B0D82RKG48", "price": "$26.99", "quantity": ""}],
"ads": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Dreamy Field", "asin": "B0C59BYVTQ"},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Purple (Bunny Hop)", "asin": "B0CFNS3CF6"},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT"}],
"search_results": [{"title": "FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Shy Marshmallow", "asin": "B085DV8T75", "price": "$27.94", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, Black", "asin": "B0DPNLCJMG", "price": "$21.49", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Natural Spring Water - Two Bottle Bundle (5-Gallons each bottle) Plastic", "asin": "B09FN4CRJ6"},
{"title": "Double-wall Stainless Steel water bottle - 32 oz - Locking Spout Cover - vacuum insulated LEAK-PROOF design - innovative dual Sip or Swig\u2122 design with hidden straw (Black Adder)", "asin": "B0DY5QZSY2", "price": "$29.98", "delivery": "FREE delivery Tue, Apr 8 Only 17 left in stock - order soon."},
{"title": "Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Harry Potter FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24oz, Ravenclaw", "asin": "B099SJKMLG", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)", "asin": "B0CZ7K936R", "price": "$29.98", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Gray (Foggy Tide)", "asin": "B0CFNQRML7", "price": "$30.30", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "FreeSip Clear Tritan Plastic Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 25 Oz, Very, Very Dark (Pack of 1)", "asin": "B085DV3XR4", "price": "$14.88", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Harry Potter FreeSip Insulated Stainless Steel Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 24 oz, Gryffindor", "asin": "B099SH25ZM", "price": "$34.98", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "Insulated stainless steel kettle with straw, ideal for sports and travel, BPA-free\uff0c316 stainless steel, 20 oz (Pink)", "asin": "B0DC6S44F3", "price": "$24.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "S.Pellegrino Sparkling Natural Mineral Water, Unflavored, 11.15 Fl. Oz (Pack of 24)", "asin": "B07G6KHNXH", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Still Mountain Water, 8-Pack (19.2oz Cans), Real Mountain Source, Infinitely Recyclable Ice-Cold Cans, American Made", "asin": "B0BJ3CJJ4G", "price": "$12.47", "delivery": " Two-Day FREE delivery Mon, Apr 7"},
{"title": "Sparkling Cola, Functional Essential Energy Drink 12 Fl Oz (Pack of 12)", "asin": "B007R8XGJK", "price": "$22.98", "delivery": "FREE delivery Tue, Apr 8"},
{"title": "FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Boneyard", "asin": "B09SJRBMP3", "price": "$34.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPKT51RR", "price": "$24.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Quick Flip GO Water Bottle 24 oz | Push Button Lid | Leakproof and Packable for Travel and Sports | Insulated Stainless Steel | BPA-Free | Lilac 2.0", "asin": "B0CT491D9G", "price": "$25.00", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Pomelo", "asin": "B0CT49XPPY", "price": "$35.00", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "Kids Insulation Stainless Steel Tumbler with Spill Resistant Flexible Straw, Easy to Clean, Kids Water Bottle, Great for Travel, Dishwasher Safe, 12 Oz, Peach and Yellow (Picnic)", "asin": "B0C768CWDF", "price": "$17.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0DGW4ZS9X", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey", "asin": "B0D82RKG48", "price": "$26.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "Half Gallon Cooler Jug, Sports Hydration Jug, BPA-Free, 64oz, Double Wall Insulation\u200b", "asin": "B0CTKWD8R6", "price": "$15.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school", "asin": "B0D8K2K2P4", "price": "$29.22", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated", "asin": "B0CW9GZ534", "price": "$48.90", "delivery": "FREE delivery Sun, Apr 13 for Prime members"},
{"title": "FreeSip Insulated Stainless Steel Water Bottles with Straw for Sports and Travel, BPA-Free, 24-oz", "asin": "B0BHP6CHHH", "price": "$55.93", "delivery": ""},
{"title": "FreeSip Insulated Stainless Steel Water Bottle with Straw and Silicone Water Bottle Boot", "asin": "B0CBV71Y2B", "price": "$34.98", "delivery": ""},
{"title": "FreeSip Insulated Stainless Steel Water Bottle with Straw and Silicone Water Bottle Boot", "asin": "B0C7Q91ZNS", "price": "$34.98", "delivery": ""},
{"title": "Kids Flip Insulated Stainless-Steel Water Bottle with Straw and Locking Lid, 14-Ounce, Brown/Teal (Mint Chocolate Chip)", "asin": "B0C46P7LZQ", "price": "$17.58", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Cooper 22oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Lilac", "asin": "B08DDJ7CNW", "price": "$20.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Vacuum Insulated Water Bottle with Straw 32oz Stainless Steel Thermos Bottle Base Cover for Owala 24oz Sports Vacuum Flask Pink24OZ", "asin": "B0DMKHWX4T", "price": "$13.99", "delivery": "FREE delivery Apr 25 - May 6 Or fastest delivery Apr 10 - 15"},
{"title": "FreeSip Insulated Stainless Steel Water Bottle with Straw - 40oz, Foggy Tide & Silicone Boot, Anti-Slip Protective Sleeve for Sports & Travel", "asin": "B0CXF7QLGY", "price": "$48.98", "delivery": ""},
{"title": "SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Green (Hip Cactus)", "asin": "B0CBCSMN86", "price": "$22.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99", "delivery": "FREE delivery Apr 14 - 18 for Prime members"},
{"title": "32 oz Insulated Water Bottle with Straw, Bow Water Bottle Stainless Steel with Flip Straw and Handle, Leak Proof, Metal, Reusable, Wide Mouth, for Travel, Gym and School (Breeze Pink Bow)", "asin": "B0DLNPMJ94", "price": "$19.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "FreeSip Insulated Stainless Steel Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 32 Oz, Retro Boardwalk", "asin": "B09L5PDTB7", "price": "$56.05", "delivery": "FREE delivery Wed, Apr 9 Only 1 left in stock - order soon."},
{"title": "Chute Mag Vacuum Insulated Stainless Steel Water Bottle", "asin": "B07XL9VDGV", "price": "$27.98", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "32oz FreeSip Insulated Stainless Steel Water Bottle Bundle with Silicone Boot (Black)", "asin": "B0CBV62GLH", "price": "$42.97", "delivery": ""},
{"title": "2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Ellies 12oz Vacuum Insulated Stainless Steel Kids Water Bottle with Straw and Built-in Carrying Handle and Leak-Proof Locking Lid for School Backpack, Lunchbox and Outdoor Sports", "asin": "B0D3NN2D85", "price": "$18.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy", "asin": "B0CYP361W2", "price": "$32.20", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "Insulated Water Bottle 24 oz with 2-in-1 Straw and Swig Lid, Leakproof and BPA Free, Keep Cold 24H, Vacuum Stainless Steel Kids Water Bottle for School, Travel and Sports, All Dishwasher Safe", "asin": "B0D7W2Y4PQ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "IceFlow Fast Flow Water Bottle | Angled Spout Lid | Lightweight & Leakproof for Travel & Sports | Insulated Stainless Steel | BPA-Free", "asin": "B0CFP3PCM1", "price": "$35.00", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Tied And True Blue Bows 32 Oz Freesip UO Exclusive", "asin": "B0DHPVRPRF"},
{"title": "Kids Water Bottle Jr. Stainless Steel Insulated With Straw Cap for Water, Milk, Juice, School, Camp, Sport, Play and Lunch, Easy to Clean, Leak-Resistant", "asin": "B0D1W4D7CR", "price": "$19.47", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-Proof, Fits in Car Cup Holder, Stainless Steel Water Bottle for Sports, Travel, and School (Cotton Candy)", "asin": "B0D8J37DHP", "price": "$12.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "OwalaOwala FreeSip Insulated Stainless Steel Water Bottle, Very Dark & Silicone Water Bottle Boot, Anti-Slip Protective Sleeve Cover, BlackOwala", "asin": "B0BSKRQSLC", "price": "$34.98", "delivery": ""},
{"title": "SmoothSip Slider Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free 20 oz, Purple/Pink (Crochet Queen)", "asin": "B0DF44VL96", "price": "$29.98", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "FreeSip Insulated Stainless Steel Water Bottle Bundle with Silicone Boot (32oz)", "asin": "B0CBV585KD", "price": "$42.97", "delivery": ""},
{"title": "Water Bottle with Straw lid | Insulated Stainless Steel Thermos | Reusable Travel Water Bottles for Gym & Sports | Leak Proof & BPA Free | Mesa Collection | 34oz, Almond Birch", "asin": "B0CXFBK2DC", "price": "$29.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM"},
{"title": "FreeSip 24-oz Insulated Stainless Steel Water Bottles with Straw, Tropical & Shy Marshmallow", "asin": "B0D128YXDY", "price": "$55.93", "delivery": ""},
{"title": "Kids BPA-Free Plastic Tumbler with Spill Resistant Flexible Straw, Easy to Clean, Kids Water Bottle, Great for Travel, Dishwasher Safe, 15 Oz, Orange and Peach (Watermelon)", "asin": "B0CNGY8XGD", "price": "$12.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school", "asin": "B07YXLTQYG", "price": "$19.92", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "PREORDER: Freesip Water Bottle in Assorted Colors Can You See Me? 32 oz", "asin": "B0CHCJ2JJC", "price": "$54.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "FUNTAINER 16 Ounce Stainless Steel Vacuum Insulated Bottle with Wide Spout Lid, Neon Purple", "asin": "B0CZPTGMNQ", "price": "$19.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items"},
{"title": "Insulated Water Bottle 18oz Stainless Steel Water Bottles With Straw And Carry Handle Double Wall Metal Thermos,Light Blue Leopard", "asin": "B0CGM1PY51", "price": "$13.99", "delivery": " Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items"},
{"title": "Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand", "asin": "B0CQVWT2NH", "price": "$39.99", "delivery": " Same-Day FREE delivery Today 10 AM - 3 PM"},
{"title": "Insulated Stainless Steel Water Bottle with Straw, 24 oz, Reusable Sports and Travel Bottle for School, Kids, and Outdoors - Leakproof and BPA-Free (PINK)", "asin": "B0DHCGTH84", "price": "$29.75", "delivery": "FREE delivery Apr 30 - May 21"},
{"title": "Insulated stainless steel kettle with straw, ideal for sports and travel, BPA-free (pink), Same capacity", "asin": "B0D78DK328", "price": "$24.99", "delivery": " One-Day FREE delivery Tomorrow, Apr 6"},
{"title": "Oasis 32 oz Water Bottle with Chug Lid, Stainless Steel Insulated Water Bottle For Men and Women, Lavender", "asin": "B0DQPR73SB", "price": "$19.95", "delivery": "FREE delivery Apr 10 - 14"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T12:18:23.999Z", // 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\": \"2025-04-05T12:18:23.999Z\",\"action\": \"click_product\",\"acion_argument\": \"B085DV8T75\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T12:18:23.999Z\",\"action\": \"click_product\",\"acion_argument\": \"B085DV8T75\",}</answer>",
"index": 1077,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"owala water bottle\"}],\n\"promotion_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Foggy Tide\", \"asin\": \"B0C59B9VJ4\", \"price\": \"$32.99\", \"quantity\": \"\"},\n{\"title\": \"Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Steel, Double Walled, Thermo Mug,Rice White\", \"asin\": \"B0DL3DZSCM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, High Tide\", \"asin\": \"B0DPNKCVPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip and Flip Stainless Steel Water Bottles, 32 Oz, Blue\", \"asin\": \"B0B1VYSF8T\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot Set for Owala Water Bottle 24 oz, 32 oz, 40 oz - Includes Non-Slip Sleeve, Shoulder Strap & Handle Strap, Perfect Owala Accessories, Fits Owala Tumbler, Owala FreeSip, Owala Candy Coated\", \"asin\": \"B0DJGSPRLH\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"S.Pellegrino Sparkling Natural Mineral Water, Unflavored, 11.15 Fl. Oz (Pack of 24)\\nUnflavored11.15 Fl Oz (Pack of 24)\", \"asin\": \"B07G6KHNXH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, High Tide\", \"asin\": \"B0DPNKCVPN\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade Half Gallon Cooler Jug, Sports Hydration Jug, BPA-Free, 64oz, Double Wall Insulation\\u200b\", \"asin\": \"B0CTKWD8R6\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade Gx, Marble Blue, 30 Oz\", \"asin\": \"B0BXFM9HRJ\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"quantity\": \"\"}],\n\"ads\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Dreamy Field\", \"asin\": \"B0C59BYVTQ\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Purple (Bunny Hop)\", \"asin\": \"B0CFNS3CF6\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\"}],\n\"search_results\": [{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Shy Marshmallow\", \"asin\": \"B085DV8T75\", \"price\": \"$27.94\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, Black\", \"asin\": \"B0DPNLCJMG\", \"price\": \"$21.49\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Natural Spring Water - Two Bottle Bundle (5-Gallons each bottle) Plastic\", \"asin\": \"B09FN4CRJ6\"},\n{\"title\": \"Double-wall Stainless Steel water bottle - 32 oz - Locking Spout Cover - vacuum insulated LEAK-PROOF design - innovative dual Sip or Swig\\u2122 design with hidden straw (Black Adder)\", \"asin\": \"B0DY5QZSY2\", \"price\": \"$29.98\", \"delivery\": \"FREE delivery Tue, Apr 8 Only 17 left in stock - order soon.\"},\n{\"title\": \"Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Harry Potter FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24oz, Ravenclaw\", \"asin\": \"B099SJKMLG\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Gray (Foggy Tide)\", \"asin\": \"B0CFNQRML7\", \"price\": \"$30.30\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"FreeSip Clear Tritan Plastic Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 25 Oz, Very, Very Dark (Pack of 1)\", \"asin\": \"B085DV3XR4\", \"price\": \"$14.88\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Harry Potter FreeSip Insulated Stainless Steel Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 24 oz, Gryffindor\", \"asin\": \"B099SH25ZM\", \"price\": \"$34.98\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Insulated stainless steel kettle with straw, ideal for sports and travel, BPA-free\\uff0c316 stainless steel, 20 oz (Pink)\", \"asin\": \"B0DC6S44F3\", \"price\": \"$24.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"S.Pellegrino Sparkling Natural Mineral Water, Unflavored, 11.15 Fl. Oz (Pack of 24)\", \"asin\": \"B07G6KHNXH\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Still Mountain Water, 8-Pack (19.2oz Cans), Real Mountain Source, Infinitely Recyclable Ice-Cold Cans, American Made\", \"asin\": \"B0BJ3CJJ4G\", \"price\": \"$12.47\", \"delivery\": \" Two-Day FREE delivery Mon, Apr 7\"},\n{\"title\": \"Sparkling Cola, Functional Essential Energy Drink 12 Fl Oz (Pack of 12)\", \"asin\": \"B007R8XGJK\", \"price\": \"$22.98\", \"delivery\": \"FREE delivery Tue, Apr 8\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Boneyard\", \"asin\": \"B09SJRBMP3\", \"price\": \"$34.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT51RR\", \"price\": \"$24.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Quick Flip GO Water Bottle 24 oz | Push Button Lid | Leakproof and Packable for Travel and Sports | Insulated Stainless Steel | BPA-Free | Lilac 2.0\", \"asin\": \"B0CT491D9G\", \"price\": \"$25.00\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Pomelo\", \"asin\": \"B0CT49XPPY\", \"price\": \"$35.00\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Kids Insulation Stainless Steel Tumbler with Spill Resistant Flexible Straw, Easy to Clean, Kids Water Bottle, Great for Travel, Dishwasher Safe, 12 Oz, Peach and Yellow (Picnic)\", \"asin\": \"B0C768CWDF\", \"price\": \"$17.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0DGW4ZS9X\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Half Gallon Cooler Jug, Sports Hydration Jug, BPA-Free, 64oz, Double Wall Insulation\\u200b\", \"asin\": \"B0CTKWD8R6\", \"price\": \"$15.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0D8K2K2P4\", \"price\": \"$29.22\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\", \"delivery\": \"FREE delivery Sun, Apr 13 for Prime members\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottles with Straw for Sports and Travel, BPA-Free, 24-oz\", \"asin\": \"B0BHP6CHHH\", \"price\": \"$55.93\", \"delivery\": \"\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw and Silicone Water Bottle Boot\", \"asin\": \"B0CBV71Y2B\", \"price\": \"$34.98\", \"delivery\": \"\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw and Silicone Water Bottle Boot\", \"asin\": \"B0C7Q91ZNS\", \"price\": \"$34.98\", \"delivery\": \"\"},\n{\"title\": \"Kids Flip Insulated Stainless-Steel Water Bottle with Straw and Locking Lid, 14-Ounce, Brown/Teal (Mint Chocolate Chip)\", \"asin\": \"B0C46P7LZQ\", \"price\": \"$17.58\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Cooper 22oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Lilac\", \"asin\": \"B08DDJ7CNW\", \"price\": \"$20.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Vacuum Insulated Water Bottle with Straw 32oz Stainless Steel Thermos Bottle Base Cover for Owala 24oz Sports Vacuum Flask Pink24OZ\", \"asin\": \"B0DMKHWX4T\", \"price\": \"$13.99\", \"delivery\": \"FREE delivery Apr 25 - May 6 Or fastest delivery Apr 10 - 15\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw - 40oz, Foggy Tide & Silicone Boot, Anti-Slip Protective Sleeve for Sports & Travel\", \"asin\": \"B0CXF7QLGY\", \"price\": \"$48.98\", \"delivery\": \"\"},\n{\"title\": \"SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Green (Hip Cactus)\", \"asin\": \"B0CBCSMN86\", \"price\": \"$22.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"delivery\": \"FREE delivery Apr 14 - 18 for Prime members\"},\n{\"title\": \"32 oz Insulated Water Bottle with Straw, Bow Water Bottle Stainless Steel with Flip Straw and Handle, Leak Proof, Metal, Reusable, Wide Mouth, for Travel, Gym and School (Breeze Pink Bow)\", \"asin\": \"B0DLNPMJ94\", \"price\": \"$19.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 32 Oz, Retro Boardwalk\", \"asin\": \"B09L5PDTB7\", \"price\": \"$56.05\", \"delivery\": \"FREE delivery Wed, Apr 9 Only 1 left in stock - order soon.\"},\n{\"title\": \"Chute Mag Vacuum Insulated Stainless Steel Water Bottle\", \"asin\": \"B07XL9VDGV\", \"price\": \"$27.98\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"32oz FreeSip Insulated Stainless Steel Water Bottle Bundle with Silicone Boot (Black)\", \"asin\": \"B0CBV62GLH\", \"price\": \"$42.97\", \"delivery\": \"\"},\n{\"title\": \"2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Ellies 12oz Vacuum Insulated Stainless Steel Kids Water Bottle with Straw and Built-in Carrying Handle and Leak-Proof Locking Lid for School Backpack, Lunchbox and Outdoor Sports\", \"asin\": \"B0D3NN2D85\", \"price\": \"$18.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Insulated Water Bottle 24 oz with 2-in-1 Straw and Swig Lid, Leakproof and BPA Free, Keep Cold 24H, Vacuum Stainless Steel Kids Water Bottle for School, Travel and Sports, All Dishwasher Safe\", \"asin\": \"B0D7W2Y4PQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"IceFlow Fast Flow Water Bottle | Angled Spout Lid | Lightweight & Leakproof for Travel & Sports | Insulated Stainless Steel | BPA-Free\", \"asin\": \"B0CFP3PCM1\", \"price\": \"$35.00\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Tied And True Blue Bows 32 Oz Freesip UO Exclusive\", \"asin\": \"B0DHPVRPRF\"},\n{\"title\": \"Kids Water Bottle Jr. Stainless Steel Insulated With Straw Cap for Water, Milk, Juice, School, Camp, Sport, Play and Lunch, Easy to Clean, Leak-Resistant\", \"asin\": \"B0D1W4D7CR\", \"price\": \"$19.47\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-Proof, Fits in Car Cup Holder, Stainless Steel Water Bottle for Sports, Travel, and School (Cotton Candy)\", \"asin\": \"B0D8J37DHP\", \"price\": \"$12.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"OwalaOwala FreeSip Insulated Stainless Steel Water Bottle, Very Dark & Silicone Water Bottle Boot, Anti-Slip Protective Sleeve Cover, BlackOwala\", \"asin\": \"B0BSKRQSLC\", \"price\": \"$34.98\", \"delivery\": \"\"},\n{\"title\": \"SmoothSip Slider Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free 20 oz, Purple/Pink (Crochet Queen)\", \"asin\": \"B0DF44VL96\", \"price\": \"$29.98\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"FreeSip Insulated Stainless Steel Water Bottle Bundle with Silicone Boot (32oz)\", \"asin\": \"B0CBV585KD\", \"price\": \"$42.97\", \"delivery\": \"\"},\n{\"title\": \"Water Bottle with Straw lid | Insulated Stainless Steel Thermos | Reusable Travel Water Bottles for Gym & Sports | Leak Proof & BPA Free | Mesa Collection | 34oz, Almond Birch\", \"asin\": \"B0CXFBK2DC\", \"price\": \"$29.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM\"},\n{\"title\": \"FreeSip 24-oz Insulated Stainless Steel Water Bottles with Straw, Tropical & Shy Marshmallow\", \"asin\": \"B0D128YXDY\", \"price\": \"$55.93\", \"delivery\": \"\"},\n{\"title\": \"Kids BPA-Free Plastic Tumbler with Spill Resistant Flexible Straw, Easy to Clean, Kids Water Bottle, Great for Travel, Dishwasher Safe, 15 Oz, Orange and Peach (Watermelon)\", \"asin\": \"B0CNGY8XGD\", \"price\": \"$12.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.92\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"PREORDER: Freesip Water Bottle in Assorted Colors Can You See Me? 32 oz\", \"asin\": \"B0CHCJ2JJC\", \"price\": \"$54.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"FUNTAINER 16 Ounce Stainless Steel Vacuum Insulated Bottle with Wide Spout Lid, Neon Purple\", \"asin\": \"B0CZPTGMNQ\", \"price\": \"$19.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM on $25 of qualifying items\"},\n{\"title\": \"Insulated Water Bottle 18oz Stainless Steel Water Bottles With Straw And Carry Handle Double Wall Metal Thermos,Light Blue Leopard\", \"asin\": \"B0CGM1PY51\", \"price\": \"$13.99\", \"delivery\": \" Same-Day FREE delivery Today 5 PM - 10 PM on $25 of qualifying items\"},\n{\"title\": \"Traveler - 40 oz Water Bottle with Handle & Flip Straw - Fits in Cup Holder, Leak Resistant Tumbler-Reusable Insulated Stainless Steel & Rubber Base - Gifts for Women & Men, Pink Sand\", \"asin\": \"B0CQVWT2NH\", \"price\": \"$39.99\", \"delivery\": \" Same-Day FREE delivery Today 10 AM - 3 PM\"},\n{\"title\": \"Insulated Stainless Steel Water Bottle with Straw, 24 oz, Reusable Sports and Travel Bottle for School, Kids, and Outdoors - Leakproof and BPA-Free (PINK)\", \"asin\": \"B0DHCGTH84\", \"price\": \"$29.75\", \"delivery\": \"FREE delivery Apr 30 - May 21\"},\n{\"title\": \"Insulated stainless steel kettle with straw, ideal for sports and travel, BPA-free (pink), Same capacity\", \"asin\": \"B0D78DK328\", \"price\": \"$24.99\", \"delivery\": \" One-Day FREE delivery Tomorrow, Apr 6\"},\n{\"title\": \"Oasis 32 oz Water Bottle with Chug Lid, Stainless Steel Insulated Water Bottle For Men and Women, Lavender\", \"asin\": \"B0DQPR73SB\", \"price\": \"$19.95\", \"delivery\": \"FREE delivery Apr 10 - 14\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:18:23.999Z\", // 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<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"owala water bottle\"}],\n\"product_details\": [{\"asin\": \"B085DV8T75\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Shy Marshmallow\"},\n{\"price\": \"$27.94\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Camo Cool\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0D7MYWCBN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \\u2013 Silver\", \"asin\": \"B07MBBP71L\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Water Bottle With Waterproof Stickers,For Hiking Leakproof, Insulated Stainless Ste...\", \"asin\": \"B0DL3DLC4C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Contigo AUTOSEAL West Loop Vacuum-Insulated Stainless Steel Travel Mug with Easy-Clean Lid, 20 oz, 2-Pack\", \"asin\": \"B0CYQHPT3Q\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Single Wall Water Bottle, 24 oz, 750 ml, Reusable, Leakproof, Dishwasher Safe, BPA Free, Ideal for Travelling, Hiking, Yoga\", \"asin\": \"B0834XK44V\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"9 oz Mini Water Bottle Small Stainless Steel Thermoses - Insulated Vacuum, Leak Pro...\", \"asin\": \"B0CVB1XDX6\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Cooper 40oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Bubblegum\", \"asin\": \"B0BQ5TQJ2S\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Shy Marshmallow\", \"asin\": \"B085DV8T75\", \"price\": \"$27.94\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$46.60\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Stainless Steel Tumbler with Straw - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hrs or Iced for 2 Days (Rose Quartz)\", \"asin\": \"B0BNYR7MQV\", \"price\": \"$35.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:19:32.528Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T12:19:32.528Z
|
click
|
product_option
|
rule
|
train
| 1,078 |
2025-04-05T12:19:32.528Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "owala water bottle"}],
"product_details": [{"asin": "B085DV8T75"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Shy Marshmallow"},
{"price": "$27.94"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Camo Cool"}],
"promotion_items": [{"title": "Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy", "asin": "B0CYP361W2", "price": "$32.20", "quantity": ""},
{"title": "Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation", "asin": "B0DSM1F291", "price": "$39.95", "quantity": ""},
{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0D7MYWCBN", "price": "$26.99", "quantity": ""},
{"title": "Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \u2013 Silver", "asin": "B07MBBP71L", "price": "$17.95", "quantity": ""},
{"title": "Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)", "asin": "B09FPXGLGF", "price": "$9.99", "quantity": ""},
{"title": "Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey", "asin": "B0D82RKG48", "price": "$26.99", "quantity": ""},
{"title": "Water Bottle With Waterproof Stickers,For Hiking Leakproof, Insulated Stainless Ste...", "asin": "B0DL3DLC4C", "price": "$24.99", "quantity": ""},
{"title": "Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...", "asin": "B0DFCGLH19", "price": "$5.68", "quantity": ""},
{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPKT5DKG", "price": "$24.99", "quantity": ""},
{"title": "Contigo AUTOSEAL West Loop Vacuum-Insulated Stainless Steel Travel Mug with Easy-Clean Lid, 20 oz, 2-Pack", "asin": "B0CYQHPT3Q", "price": "$53.99", "quantity": ""},
{"title": "Bambaw Stainless Steel Single Wall Water Bottle, 24 oz, 750 ml, Reusable, Leakproof, Dishwasher Safe, BPA Free, Ideal for Travelling, Hiking, Yoga", "asin": "B0834XK44V", "price": "$15.99", "quantity": ""},
{"title": "Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy", "asin": "B0CYP361W2", "price": "$32.20", "quantity": ""},
{"title": "9 oz Mini Water Bottle Small Stainless Steel Thermoses - Insulated Vacuum, Leak Pro...", "asin": "B0CVB1XDX6", "price": "$13.99", "quantity": ""},
{"title": "Ello Cooper 40oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Bubblegum", "asin": "B0BQ5TQJ2S", "price": "$25.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Shy Marshmallow", "asin": "B085DV8T75", "price": "$27.94"},
{"title": "Owala\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated", "asin": "B0CW9GZ534", "price": "$46.60"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "STANLEY\u00a0Stanley IceFlow Stainless Steel Tumbler with Straw - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hrs or Iced for 2 Days (Rose Quartz)", "asin": "B0BNYR7MQV", "price": "$35.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T12:19:32.528Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T12:19:32.528Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T12:19:32.528Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1078,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"owala water bottle\"}],\n\"product_details\": [{\"asin\": \"B085DV8T75\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Shy Marshmallow\"},\n{\"price\": \"$27.94\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Camo Cool\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0D7MYWCBN\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \\u2013 Silver\", \"asin\": \"B07MBBP71L\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Water Bottle With Waterproof Stickers,For Hiking Leakproof, Insulated Stainless Ste...\", \"asin\": \"B0DL3DLC4C\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Contigo AUTOSEAL West Loop Vacuum-Insulated Stainless Steel Travel Mug with Easy-Clean Lid, 20 oz, 2-Pack\", \"asin\": \"B0CYQHPT3Q\", \"price\": \"$53.99\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Single Wall Water Bottle, 24 oz, 750 ml, Reusable, Leakproof, Dishwasher Safe, BPA Free, Ideal for Travelling, Hiking, Yoga\", \"asin\": \"B0834XK44V\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"9 oz Mini Water Bottle Small Stainless Steel Thermoses - Insulated Vacuum, Leak Pro...\", \"asin\": \"B0CVB1XDX6\", \"price\": \"$13.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Cooper 40oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Bubblegum\", \"asin\": \"B0BQ5TQJ2S\", \"price\": \"$25.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Shy Marshmallow\", \"asin\": \"B085DV8T75\", \"price\": \"$27.94\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$46.60\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Stainless Steel Tumbler with Straw - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hrs or Iced for 2 Days (Rose Quartz)\", \"asin\": \"B0BNYR7MQV\", \"price\": \"$35.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:19:32.528Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"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\": \"owala water bottle\"}],\n\"product_details\": [{\"asin\": \"B0BZYC7N7X\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\"},\n{\"price\": \"$29.98\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Camo Cool\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0D8J2ZB8P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottles,25 oz Double Wall Stainless Steel Vacumm Metal Flask for Sp...\", \"asin\": \"B0C3B62KLH\", \"price\": \"$11.82\", \"quantity\": \"\"},\n{\"title\": \"CHAKO LAB Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Steel Water Bottle for Fitness and Sports,BPA Free(Green&Orange)\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPL1ZK6Q\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"GOSWAG Insulated Sports Water Bottle, 24oz 2 Lids(with Straw/No Straw), Stainless Steel Water Bottles with Paracord Handle, Insulated Thermos with Double-Wall Vacuum Insulation\", \"asin\": \"B0DG1YX5CH\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"SYNERGY BRANDS - USA Collection - 20oz Supreme Stainless Steel Water Bottle - Insulated & Vacuum Sealed for COLD or HOT Containment with a \\\"Sleek White Multicam Design & Leak-Proof Magnet Top\\\"\", \"asin\": \"B0D48LRFZN\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\", \"asin\": \"B0BZYC7N7X\", \"price\": \"$29.98\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Camo Cool\", \"asin\": \"B0BZYDCSKX\", \"price\": \"$34.98\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"B0CT4BB651\", \"price\": \"$34.98\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0D3VJLWFT\", \"price\": \"$33.70\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:20:11.395Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T12:20:11.395Z
|
click
|
product_option
|
rule
|
train
| 1,079 |
2025-04-05T12:20:11.395Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "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": "owala water bottle"}],
"product_details": [{"asin": "B0BZYC7N7X"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool"},
{"price": "$29.98"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Camo Cool"}],
"promotion_items": [{"title": "Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy", "asin": "B0CYP361W2", "price": "$32.20", "quantity": ""},
{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPKT5DKG", "price": "$24.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "quantity": ""},
{"title": "Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation", "asin": "B0DSM1F291", "price": "$39.95", "quantity": ""},
{"title": "26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...", "asin": "B0D8J2ZB8P", "price": "$12.99", "quantity": ""},
{"title": "Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)", "asin": "B09FPXGLGF", "price": "$9.99", "quantity": ""},
{"title": "Insulated Water Bottles,25 oz Double Wall Stainless Steel Vacumm Metal Flask for Sp...", "asin": "B0C3B62KLH", "price": "$11.82", "quantity": ""},
{"title": "CHAKO LAB Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Steel Water Bottle for Fitness and Sports,BPA Free(Green&Orange)", "asin": "B0DK1DDCMY", "price": "$38.99", "quantity": ""},
{"title": "THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid", "asin": "B0CVKVHGQ6", "price": "$24.99", "quantity": ""},
{"title": "Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue", "asin": "B0DMT1T17N", "price": "$39.95", "quantity": ""},
{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPL1ZK6Q", "price": "$26.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "quantity": ""},
{"title": "GOSWAG Insulated Sports Water Bottle, 24oz 2 Lids(with Straw/No Straw), Stainless Steel Water Bottles with Paracord Handle, Insulated Thermos with Double-Wall Vacuum Insulation", "asin": "B0DG1YX5CH", "price": "$25.99", "quantity": ""},
{"title": "SYNERGY BRANDS - USA Collection - 20oz Supreme Stainless Steel Water Bottle - Insulated & Vacuum Sealed for COLD or HOT Containment with a \"Sleek White Multicam Design & Leak-Proof Magnet Top\"", "asin": "B0D48LRFZN", "price": "$21.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool", "asin": "B0BZYC7N7X", "price": "$29.98"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Camo Cool", "asin": "B0BZYDCSKX", "price": "$34.98"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "STANLEY\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac", "asin": "B0CT4BB651", "price": "$34.98"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "Hydro Flask\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school", "asin": "B0D3VJLWFT", "price": "$33.70"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T12:20:11.395Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T12:20:11.395Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T12:20:11.395Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1079,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"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\": \"owala water bottle\"}],\n\"product_details\": [{\"asin\": \"B0BZYC7N7X\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\"},\n{\"price\": \"$29.98\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Camo Cool\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0D8J2ZB8P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottles,25 oz Double Wall Stainless Steel Vacumm Metal Flask for Sp...\", \"asin\": \"B0C3B62KLH\", \"price\": \"$11.82\", \"quantity\": \"\"},\n{\"title\": \"CHAKO LAB Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Steel Water Bottle for Fitness and Sports,BPA Free(Green&Orange)\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPL1ZK6Q\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"GOSWAG Insulated Sports Water Bottle, 24oz 2 Lids(with Straw/No Straw), Stainless Steel Water Bottles with Paracord Handle, Insulated Thermos with Double-Wall Vacuum Insulation\", \"asin\": \"B0DG1YX5CH\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"SYNERGY BRANDS - USA Collection - 20oz Supreme Stainless Steel Water Bottle - Insulated & Vacuum Sealed for COLD or HOT Containment with a \\\"Sleek White Multicam Design & Leak-Proof Magnet Top\\\"\", \"asin\": \"B0D48LRFZN\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\", \"asin\": \"B0BZYC7N7X\", \"price\": \"$29.98\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Camo Cool\", \"asin\": \"B0BZYDCSKX\", \"price\": \"$34.98\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"B0CT4BB651\", \"price\": \"$34.98\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0D3VJLWFT\", \"price\": \"$33.70\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:20:11.395Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"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\": \"owala water bottle\"}],\n\"product_details\": [{\"asin\": \"B0BZYC7N7X\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\"},\n{\"price\": \"$29.98\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Camo Cool\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0D8J2ZB8P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottles,25 oz Double Wall Stainless Steel Vacumm Metal Flask for Sp...\", \"asin\": \"B0C3B62KLH\", \"price\": \"$11.82\", \"quantity\": \"\"},\n{\"title\": \"CHAKO LAB Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Steel Water Bottle for Fitness and Sports,BPA Free(Green&Orange)\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPL1ZK6Q\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"GOSWAG Insulated Sports Water Bottle, 24oz 2 Lids(with Straw/No Straw), Stainless Steel Water Bottles with Paracord Handle, Insulated Thermos with Double-Wall Vacuum Insulation\", \"asin\": \"B0DG1YX5CH\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"SYNERGY BRANDS - USA Collection - 20oz Supreme Stainless Steel Water Bottle - Insulated & Vacuum Sealed for COLD or HOT Containment with a \\\"Sleek White Multicam Design & Leak-Proof Magnet Top\\\"\", \"asin\": \"B0D48LRFZN\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\", \"asin\": \"B0BZYC7N7X\", \"price\": \"$29.98\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Camo Cool\", \"asin\": \"B0BZYDCSKX\", \"price\": \"$34.98\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"B0CT4BB651\", \"price\": \"$34.98\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0D3VJLWFT\", \"price\": \"$33.70\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:22:43.737Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T12:22:43.737Z
|
click
|
other
|
rule
|
train
| 1,080 |
2025-04-05T12:22:43.737Z
|
click
|
other
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "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": "owala water bottle"}],
"product_details": [{"asin": "B0BZYC7N7X"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool"},
{"price": "$29.98"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Camo Cool"}],
"promotion_items": [{"title": "Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy", "asin": "B0CYP361W2", "price": "$32.20", "quantity": ""},
{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPKT5DKG", "price": "$24.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "quantity": ""},
{"title": "Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation", "asin": "B0DSM1F291", "price": "$39.95", "quantity": ""},
{"title": "26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...", "asin": "B0D8J2ZB8P", "price": "$12.99", "quantity": ""},
{"title": "Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)", "asin": "B09FPXGLGF", "price": "$9.99", "quantity": ""},
{"title": "Insulated Water Bottles,25 oz Double Wall Stainless Steel Vacumm Metal Flask for Sp...", "asin": "B0C3B62KLH", "price": "$11.82", "quantity": ""},
{"title": "CHAKO LAB Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Steel Water Bottle for Fitness and Sports,BPA Free(Green&Orange)", "asin": "B0DK1DDCMY", "price": "$38.99", "quantity": ""},
{"title": "THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid", "asin": "B0CVKVHGQ6", "price": "$24.99", "quantity": ""},
{"title": "Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue", "asin": "B0DMT1T17N", "price": "$39.95", "quantity": ""},
{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPL1ZK6Q", "price": "$26.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "quantity": ""},
{"title": "GOSWAG Insulated Sports Water Bottle, 24oz 2 Lids(with Straw/No Straw), Stainless Steel Water Bottles with Paracord Handle, Insulated Thermos with Double-Wall Vacuum Insulation", "asin": "B0DG1YX5CH", "price": "$25.99", "quantity": ""},
{"title": "SYNERGY BRANDS - USA Collection - 20oz Supreme Stainless Steel Water Bottle - Insulated & Vacuum Sealed for COLD or HOT Containment with a \"Sleek White Multicam Design & Leak-Proof Magnet Top\"", "asin": "B0D48LRFZN", "price": "$21.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool", "asin": "B0BZYC7N7X", "price": "$29.98"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Camo Cool", "asin": "B0BZYDCSKX", "price": "$34.98"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "STANLEY\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac", "asin": "B0CT4BB651", "price": "$34.98"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "Hydro Flask\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school", "asin": "B0D3VJLWFT", "price": "$33.70"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T12:22:43.737Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T12:22:43.737Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T12:22:43.737Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1080,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"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\": \"owala water bottle\"}],\n\"product_details\": [{\"asin\": \"B0BZYC7N7X\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\"},\n{\"price\": \"$29.98\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Camo Cool\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0D8J2ZB8P\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottles,25 oz Double Wall Stainless Steel Vacumm Metal Flask for Sp...\", \"asin\": \"B0C3B62KLH\", \"price\": \"$11.82\", \"quantity\": \"\"},\n{\"title\": \"CHAKO LAB Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Steel Water Bottle for Fitness and Sports,BPA Free(Green&Orange)\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPL1ZK6Q\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"GOSWAG Insulated Sports Water Bottle, 24oz 2 Lids(with Straw/No Straw), Stainless Steel Water Bottles with Paracord Handle, Insulated Thermos with Double-Wall Vacuum Insulation\", \"asin\": \"B0DG1YX5CH\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"SYNERGY BRANDS - USA Collection - 20oz Supreme Stainless Steel Water Bottle - Insulated & Vacuum Sealed for COLD or HOT Containment with a \\\"Sleek White Multicam Design & Leak-Proof Magnet Top\\\"\", \"asin\": \"B0D48LRFZN\", \"price\": \"$21.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\", \"asin\": \"B0BZYC7N7X\", \"price\": \"$29.98\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Camo Cool\", \"asin\": \"B0BZYDCSKX\", \"price\": \"$34.98\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"B0CT4BB651\", \"price\": \"$34.98\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0D3VJLWFT\", \"price\": \"$33.70\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:22:43.737Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"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\": \"owala+water+bottle\"}],\n\"product_details\": [{\"asin\": \"B0BZYC7N7X\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\"},\n{\"price\": \"$29.98\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Ste...\", \"asin\": \"B0DL3DZSCM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Straw Cap, Light Blue\", \"asin\": \"B0D82NQ9B6\", \"price\": \"$27.48\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Ste...\", \"asin\": \"B0DL3DZSCM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT51RR\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Cooper 40oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Black\", \"asin\": \"B0BQ5FP74M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"S.Pellegrino Sparkling Natural Mineral Water, Unflavored, 11.15 Fl. Oz (Pack of 24)\", \"asin\": \"B07G6KHNXH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Contigo AUTOSEAL West Loop Vacuum-Insulated Stainless Steel Travel Mug with Easy-Clean Lid, 20 oz\", \"asin\": \"B0CYTL611N\", \"price\": \"$21.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\", \"asin\": \"B0BZYC7N7X\", \"price\": \"$29.98\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Camo Cool\", \"asin\": \"B0BZYDCSKX\", \"price\": \"$34.98\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"B0CT4BB651\", \"price\": \"$34.98\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0D3VJLWFT\", \"price\": \"$33.70\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:23:51.315Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T12:23:51.315Z
|
click
|
product_option
|
rule
|
train
| 1,081 |
2025-04-05T12:23:51.315Z
|
click
|
product_option
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "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": "owala+water+bottle"}],
"product_details": [{"asin": "B0BZYC7N7X"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool"},
{"price": "$29.98"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Iced Breeze"}],
"promotion_items": [{"title": "Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy", "asin": "B0CYP361W2", "price": "$32.20", "quantity": ""},
{"title": "Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey", "asin": "B0D82RKG48", "price": "$26.99", "quantity": ""},
{"title": "Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation", "asin": "B0DSM1F291", "price": "$39.95", "quantity": ""},
{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPKT5DKG", "price": "$24.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "quantity": ""},
{"title": "Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Ste...", "asin": "B0DL3DZSCM", "price": "$24.99", "quantity": ""},
{"title": "Gatorade 'Overtime' 22oz Stainless Steel Bottle, Straw Cap, Light Blue", "asin": "B0D82NQ9B6", "price": "$27.48", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "quantity": ""},
{"title": "Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Ste...", "asin": "B0DL3DZSCM", "price": "$24.99", "quantity": ""},
{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPKT51RR", "price": "$24.99", "quantity": ""},
{"title": "Ello Cooper 40oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Black", "asin": "B0BQ5FP74M", "price": "$25.99", "quantity": ""},
{"title": "Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey", "asin": "B0D82RKG48", "price": "$26.99", "quantity": ""},
{"title": "S.Pellegrino Sparkling Natural Mineral Water, Unflavored, 11.15 Fl. Oz (Pack of 24)", "asin": "B07G6KHNXH", "price": "$19.99", "quantity": ""},
{"title": "Contigo AUTOSEAL West Loop Vacuum-Insulated Stainless Steel Travel Mug with Easy-Clean Lid, 20 oz", "asin": "B0CYTL611N", "price": "$21.98", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool", "asin": "B0BZYC7N7X", "price": "$29.98"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Camo Cool", "asin": "B0BZYDCSKX", "price": "$34.98"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "STANLEY\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac", "asin": "B0CT4BB651", "price": "$34.98"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "Hydro Flask\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school", "asin": "B0D3VJLWFT", "price": "$33.70"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T12:23:51.315Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T12:23:51.315Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T12:23:51.315Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1081,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"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\": \"owala+water+bottle\"}],\n\"product_details\": [{\"asin\": \"B0BZYC7N7X\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\"},\n{\"price\": \"$29.98\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Ste...\", \"asin\": \"B0DL3DZSCM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Straw Cap, Light Blue\", \"asin\": \"B0D82NQ9B6\", \"price\": \"$27.48\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Ste...\", \"asin\": \"B0DL3DZSCM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT51RR\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Cooper 40oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Black\", \"asin\": \"B0BQ5FP74M\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade 'Overtime' 22oz Stainless Steel Bottle, Twist Cap, Grey\", \"asin\": \"B0D82RKG48\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"S.Pellegrino Sparkling Natural Mineral Water, Unflavored, 11.15 Fl. Oz (Pack of 24)\", \"asin\": \"B07G6KHNXH\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Contigo AUTOSEAL West Loop Vacuum-Insulated Stainless Steel Travel Mug with Easy-Clean Lid, 20 oz\", \"asin\": \"B0CYTL611N\", \"price\": \"$21.98\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\", \"asin\": \"B0BZYC7N7X\", \"price\": \"$29.98\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Camo Cool\", \"asin\": \"B0BZYDCSKX\", \"price\": \"$34.98\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"B0CT4BB651\", \"price\": \"$34.98\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0D3VJLWFT\", \"price\": \"$33.70\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T12:23:51.315Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"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\": \"owala+water+bottle\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water B...\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Cooper 32oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Sage\", \"asin\": \"B0D31YPXDP\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Ste...\", \"asin\": \"B0DL3DZSCM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 24 oz, Anti-Slip Protective Sleeve for FreeSip...\", \"asin\": \"B0D3XDV5W2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot Set for Owala Water Bottle 24 oz, 32 oz, 40 oz - Includes Anti-Slip Sleeve & Water Bottle Handle Strap, Perfect Owala Accessories, Fits Owala Tumbler, Owala FreeSip, Owala Candy Coated\", \"asin\": \"B0DGLKZJT5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot with Handle Compatible with Owala 24 oz, Full Protective Anti Scratch & Reduce Dent Sleeve Cover, All-Round Wrap Protector Compatible with FreeSip Water Bottles\", \"asin\": \"/promo/A3QL5IHBQ8YJ0\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Alwenid 2PCS Silicone Water Bottle Boot for Owala 24oz 32oz 40oz, Anti-Slip Protective Sleeve Bottom Bumper Protector for FreeSip, Twist, and Flip Stainless Steel Water Bottles\", \"asin\": \"B0CWRCS3ST\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Handle Strap and Charm Set for Owala Water Bottle 24 oz, 32 oz, 40 oz, Owala Kids, Owala Coffee Tumbler, Owala FreeSip \\u2013 Includes Handle Strap, for Owala Accessories & Stanley Cup Accessories\", \"asin\": \"B0DJPPFZND\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$46.60\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.92\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:03:52.457Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:03:52.457Z
|
purchase
|
B0C59CLN29
|
rule
|
train
| 1,082 |
2025-04-05T14:03:52.457Z
|
purchase
|
B0C59CLN29
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "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": "owala+water+bottle"}],
"product_details": [{"asin": "B0C59CLN29"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze"},
{"price": "$27.99"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Iced Breeze"}],
"promotion_items": [{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPKT5DKG", "price": "$24.99", "quantity": ""},
{"title": "Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy", "asin": "B0CYP361W2", "price": "$32.20", "quantity": ""},
{"title": "Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water B...", "asin": "B0DL3D9945", "price": "$24.99", "quantity": ""},
{"title": "Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation", "asin": "B0DSM1F291", "price": "$39.95", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)", "asin": "B0BW8JC6QW", "price": "$32.51", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99", "quantity": ""},
{"title": "Ello Cooper 32oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Sage", "asin": "B0D31YPXDP", "price": "$23.99", "quantity": ""},
{"title": "Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Ste...", "asin": "B0DL3DZSCM", "price": "$24.99", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)", "asin": "B0BW8JC6QW", "price": "$32.51", "quantity": ""},
{"title": "Silicone Boot for Owala Water Bottle 24 oz, Anti-Slip Protective Sleeve for FreeSip...", "asin": "B0D3XDV5W2", "price": "$6.99", "quantity": ""},
{"title": "Silicone Boot Set for Owala Water Bottle 24 oz, 32 oz, 40 oz - Includes Anti-Slip Sleeve & Water Bottle Handle Strap, Perfect Owala Accessories, Fits Owala Tumbler, Owala FreeSip, Owala Candy Coated", "asin": "B0DGLKZJT5", "price": "$9.99", "quantity": ""},
{"title": "Silicone Boot with Handle Compatible with Owala 24 oz, Full Protective Anti Scratch & Reduce Dent Sleeve Cover, All-Round Wrap Protector Compatible with FreeSip Water Bottles", "asin": "/promo/A3QL5IHBQ8YJ0", "price": "$9.98", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "B08SBRRMQF", "price": "$12.99", "quantity": ""},
{"title": "MOSOLAN 2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack", "asin": "B08Z6X231C", "price": "$9.95", "quantity": ""},
{"title": "Alwenid 2PCS Silicone Water Bottle Boot for Owala 24oz 32oz 40oz, Anti-Slip Protective Sleeve Bottom Bumper Protector for FreeSip, Twist, and Flip Stainless Steel Water Bottles", "asin": "B0CWRCS3ST", "price": "$7.99", "quantity": ""},
{"title": "Handle Strap and Charm Set for Owala Water Bottle 24 oz, 32 oz, 40 oz, Owala Kids, Owala Coffee Tumbler, Owala FreeSip \u2013 Includes Handle Strap, for Owala Accessories & Stanley Cup Accessories", "asin": "B0DJPPFZND", "price": "$7.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze", "asin": "B0C59F7Y8J", "price": "$34.98"},
{"title": "Owala\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated", "asin": "B0CW9GZ534", "price": "$46.60"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "Hydro Flask\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school", "asin": "B07YXLTQYG", "price": "$19.92"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:03:52.457Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:03:52.457Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C59CLN29\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:03:52.457Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C59CLN29\",}</answer>",
"index": 1082,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"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\": \"owala+water+bottle\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPKT5DKG\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water B...\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Ello Cooper 32oz Stainless Steel Water Bottle with Straw and Carry Handle, Double Walled and Vacuum Insulated Metal, Leak Proof Locking Lid with Soft Silicone Spout, Reusable, BPA Free, Sage\", \"asin\": \"B0D31YPXDP\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Sports Water Bottle 24Oz, Straw,Sticker, Leak Proof, Vacuum Insulated Stainless Ste...\", \"asin\": \"B0DL3DZSCM\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 24 oz, Anti-Slip Protective Sleeve for FreeSip...\", \"asin\": \"B0D3XDV5W2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot Set for Owala Water Bottle 24 oz, 32 oz, 40 oz - Includes Anti-Slip Sleeve & Water Bottle Handle Strap, Perfect Owala Accessories, Fits Owala Tumbler, Owala FreeSip, Owala Candy Coated\", \"asin\": \"B0DGLKZJT5\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot with Handle Compatible with Owala 24 oz, Full Protective Anti Scratch & Reduce Dent Sleeve Cover, All-Round Wrap Protector Compatible with FreeSip Water Bottles\", \"asin\": \"/promo/A3QL5IHBQ8YJ0\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"B08SBRRMQF\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"MOSOLAN 2-in-1 Bottle Brush with Straw Brush, Long Handle Water Bottle Scrubbing Brush, Built for Cleaning Sport Bottles, Baby Bottles, Water Bottles, Coffee Mugs, Wine Decanters, Flask, 1 Pack\", \"asin\": \"B08Z6X231C\", \"price\": \"$9.95\", \"quantity\": \"\"},\n{\"title\": \"Alwenid 2PCS Silicone Water Bottle Boot for Owala 24oz 32oz 40oz, Anti-Slip Protective Sleeve Bottom Bumper Protector for FreeSip, Twist, and Flip Stainless Steel Water Bottles\", \"asin\": \"B0CWRCS3ST\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"Handle Strap and Charm Set for Owala Water Bottle 24 oz, 32 oz, 40 oz, Owala Kids, Owala Coffee Tumbler, Owala FreeSip \\u2013 Includes Handle Strap, for Owala Accessories & Stanley Cup Accessories\", \"asin\": \"B0DJPPFZND\", \"price\": \"$7.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$46.60\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.92\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:03:52.457Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\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\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Sun Bum Original SPF 30 Sunscreen Body Spray | Broad Spectrum Moisturizing Sunblock with Vitamin E | Hawaii 104 Act Compliant (Octinoxate & Oxybenzone Free) | 6 oz\", \"asin\": \"B004XGLE7K\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"LMNT Zero Sugar Electrolytes - Variety Pack | Drink Mix | 12-Count\", \"asin\": \"B084HQ4DYQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Liquid I.V.\\u00ae Hydration Multiplier - Passion Fruit | Electrolyte Powder Drink Mix | 1 Pack (16 Servings)\", \"asin\": \"B07HCNM7KQ\", \"price\": \"$24.13\", \"quantity\": \"\"},\n{\"title\": \"Miss Mouth's Messy Eater Stain Treater Spray - 4oz 2 Pack Stain Remover - Newborn & Baby Essentials - No Dry Cleaning Food, Grease, Coffee Off Laundry, Underwear, Fabric\", \"asin\": \"B07QTD8JCF\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Rarlan Highlighters, Chisel Tip, Assorted Fluorescent, 96 Count Bulk Pack\", \"asin\": \"B082D5251K\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hero Cosmetics Mighty Patch\\u2122 Original Patch - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes, Spot Stickers for Face and Skin (72 Count)\", \"asin\": \"B07B4KQVK6\", \"price\": \"$21.97\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"B07SRRQS5B\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Sol de Janeiro Hair & Body Perfume Mist\", \"asin\": \"B099T9WLZX\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"DYDSTRNG 3 Pack Lightweight Adjustable Kids Jump Rope Home Fitness, Tangle Free Skipping Rope, Speed Jumping Rope for Kids, Women Men Jumping Rope for Workout\", \"asin\": \"B0D6C56JNH\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"JISULIFE Handheld Mini Fan, 3 IN 1 USB Rechargeable Portable Fan [12-19 Working Hours] with Power Bank, Flashlight, Pocket Design for Travel/Summer/Concerts/Lash, Gifts for Women (Dark Blue)\", \"asin\": \"B097BJKSHM\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade Gx Bottle , Black, 30oz\", \"asin\": \"B07W4D57KK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 32oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, White\", \"asin\": \"B0DPNKB68P\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Cirkul 32oz. Matte Black Stainless Steel Water Bottle Starter Kit with Black Lid and 2 Flavor Cartridges (1 LifeSip Blueberry Grape, 1 GoSip Kiwi Berry) Zero Calories and No Sugar\", \"asin\": \"B0CV9PZB46\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"LIFEWTR Premium Purified Water, pH Balanced with Electrolytes, 100% recycled plastic bottles, 33.8 Fl Oz, 1L (Pack of 6)\", \"asin\": \"B01N9OJ2AP\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Essentia Water Bottled, Ionized Alkaline Water:99.9% Pure, Infused With Electrolytes, 9.5 pH Or Higher With A Clean, Smooth Taste, 1 Litre (Pack of 12)\", \"asin\": \"B005HG9ESG\", \"price\": \"$23.79\", \"quantity\": \"\"},\n{\"title\": \"JUST Water, Premium Pure Still Spring Water in an Eco-Friendly BPA Free Plant-Based Bottle - Naturally Alkaline, High 8.0 pH - Fully Recyclable Boxed Carton, 16.9 Fl Oz (Pack of 12)\", \"asin\": \"B01B3A0S9S\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"VOSS Premium Still Bottled Natural Water - BPA-Free - High Grade PET - Recyclable Plastic Water Bottles - Pure Drinking Water with Unique & Iconic Bottle Design - 12 Pack\", \"asin\": \"B002EM2JCY\", \"price\": \"$32.24\", \"quantity\": \"\"},\n{\"title\": \"BODYARMOR Sports Drink Sports Beverage, Blackout Berry, Coconut Water Hydration, Natural Flavors With Vitamins, Potassium-Packed Electrolytes, Perfect For Athletes, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01I9HJRB8\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Red Bull Energy Drink with 151mg Caffeine plus Taurine & B Vitamins, 16 Fl Oz, Pack of 12 Cans\", \"asin\": \"B003PFR92E\", \"price\": \"$36.98\", \"quantity\": \"\"},\n{\"title\": \"Oceania Flask 32oz Stainless Steel Water Bottles | Modern, Leakproof, Hydro BPA-Free, Insulated Water Bottle with 3 Lids, 3 Straws & 2 Straw Cleaning Brushes | Simple Camping & Hiking Water Bottles\", \"asin\": \"B0CRPTW723\", \"price\": \"$20.95\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"\", \"price\": \"$10.89\", \"quantity\": \"\"},\n{\"title\": \"Bounty Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls\", \"asin\": \"\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"MedPride Powder-Free Nitrile Exam Gloves, Iris Blue, Medium, Box/100\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sparkle Pick-A-Size Paper Towels, 6 Double Rolls = 12 Regular Rolls, Everyday Value Paper Towel With Full And Half Sheets\", \"asin\": \"\", \"price\": \"$7.28\", \"quantity\": \"\"},\n{\"title\": \"Naoki Matcha Superior Ceremonial Blend \\u2013 Authentic Japanese First Harvest Ceremonial Grade Matcha Green Tea Powder from Uji, Kyoto (40g / 1.4oz)\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)\", \"asin\": \"\", \"price\": \"$6.84\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Vanity Fair Everyday Paper Napkins, 200 Count, Disposable Napkins Made Soft And Smooth For Everyday Meals\", \"asin\": \"\", \"price\": \"$5.76\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Flex-Sheets Paper Towels, 12 Basics Rolls = 32 Regular Rolls, Everyday Value with 150 Sheets per Roll\", \"asin\": \"\", \"price\": \"$22.86\", \"quantity\": \"\"},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 10 Inch, Disposable, 150 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Liquid Death, Dead Billionaire Iced Tea, 8-Pack (19.2oz Cans), Half Lemonade Half Black Tea, Low Calorie, No Artificial Sweeteners, B12 & B6 Vitamins\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free 20 oz, Gray (Cloudscape)\", \"asin\": \"\", \"price\": \"$23.07\", \"quantity\": \"\"},\n{\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0\", \"asin\": \"\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Touchland Power Mist Hydrating Hand Sanitizer Spray, DYE FREE Trio Set (Rainwater, Unscented, Beach Coco), 1 FL. OZ. Travel Size (Set of 3)\", \"asin\": \"\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Slider Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free 20 oz, Tan/White (Vanilla Bean)\", \"asin\": \"\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Owala Kids Insulation Stainless Steel Tumbler with Spill Resistant Flexible Straw, Easy to Clean, Kids Water Bottle, Great for Travel, Dishwasher Safe, 12 Oz, Pink and Purple (Lilac Rocket)\", \"asin\": \"\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"LEGO Sunflowers - Building Toy for Kids, Girls and Boys Ages 8+ - Artificial Sunflowers for Home Decor and Display - Gift for Her and Him - 40524\", \"asin\": \"\", \"price\": \"$8.39\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman\", \"asin\": \"\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Clear Tritan Plastic Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 25 Oz, Shy Marshmallow (Pack of 1)\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"NETANY 2 Pack Glass Cups with Bamboo Lids and Straws 16 oz, Gifts for Women, Drinking glasses set, Iced Coffee Cup, Tea Cup, Cute Aesthetics Tumbler Cup, Mothers Day, Birthday Gifts for Her Mom\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"6PCS Replacement Straws for Owala Water Bottle 24 oz 32 oz, Reusable Plastic Straws with Cleaning Brush for Owala Cup 24oz 32oz Travel Tumbler Accessories Parts Straws for Sports Bottle(White)\", \"asin\": \"\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Replacement Straws for Owala Water Bottle 24 oz 32 oz, With 2 Cleaning Brush, Reusable Stainless Steel Straws Compatible With Owala Water Bottle-4 PCS\", \"asin\": \"\", \"price\": \"$4.99\", \"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\": \"2025-04-05T14:03:57.703Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:03:57.703Z
|
click
|
other
|
rule
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train
| 1,083 |
2025-04-05T14:03:57.703Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|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": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"promotion_items": [{"title": "Sun Bum Original SPF 30 Sunscreen Body Spray | Broad Spectrum Moisturizing Sunblock with Vitamin E | Hawaii 104 Act Compliant (Octinoxate & Oxybenzone Free) | 6 oz", "asin": "B004XGLE7K", "price": "$16.49", "quantity": ""},
{"title": "LMNT Zero Sugar Electrolytes - Variety Pack | Drink Mix | 12-Count", "asin": "B084HQ4DYQ", "price": "$23.99", "quantity": ""},
{"title": "Liquid I.V.\u00ae Hydration Multiplier - Passion Fruit | Electrolyte Powder Drink Mix | 1 Pack (16 Servings)", "asin": "B07HCNM7KQ", "price": "$24.13", "quantity": ""},
{"title": "Miss Mouth's Messy Eater Stain Treater Spray - 4oz 2 Pack Stain Remover - Newborn & Baby Essentials - No Dry Cleaning Food, Grease, Coffee Off Laundry, Underwear, Fabric", "asin": "B07QTD8JCF", "price": "$16.99", "quantity": ""},
{"title": "Rarlan Highlighters, Chisel Tip, Assorted Fluorescent, 96 Count Bulk Pack", "asin": "B082D5251K", "price": "$24.99", "quantity": ""},
{"title": "Hero Cosmetics Mighty Patch\u2122 Original Patch - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes, Spot Stickers for Face and Skin (72 Count)", "asin": "B07B4KQVK6", "price": "$21.97", "quantity": ""},
{"title": "napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey", "asin": "B07SRRQS5B", "price": "$15.86", "quantity": ""},
{"title": "Sol de Janeiro Hair & Body Perfume Mist", "asin": "B099T9WLZX", "price": "$38.00", "quantity": ""},
{"title": "DYDSTRNG 3 Pack Lightweight Adjustable Kids Jump Rope Home Fitness, Tangle Free Skipping Rope, Speed Jumping Rope for Kids, Women Men Jumping Rope for Workout", "asin": "B0D6C56JNH", "price": "$11.99", "quantity": ""},
{"title": "JISULIFE Handheld Mini Fan, 3 IN 1 USB Rechargeable Portable Fan [12-19 Working Hours] with Power Bank, Flashlight, Pocket Design for Travel/Summer/Concerts/Lash, Gifts for Women (Dark Blue)", "asin": "B097BJKSHM", "price": "$16.99", "quantity": ""},
{"title": "Gatorade Gx Bottle , Black, 30oz", "asin": "B07W4D57KK", "price": "$19.95", "quantity": ""},
{"title": "ZULU Powerfill Pro 32oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, White", "asin": "B0DPNKB68P", "price": "$29.99", "quantity": ""},
{"title": "Cirkul 32oz. Matte Black Stainless Steel Water Bottle Starter Kit with Black Lid and 2 Flavor Cartridges (1 LifeSip Blueberry Grape, 1 GoSip Kiwi Berry) Zero Calories and No Sugar", "asin": "B0CV9PZB46", "price": "$29.98", "quantity": ""},
{"title": "LIFEWTR Premium Purified Water, pH Balanced with Electrolytes, 100% recycled plastic bottles, 33.8 Fl Oz, 1L (Pack of 6)", "asin": "B01N9OJ2AP", "price": "$9.98", "quantity": ""},
{"title": "Essentia Water Bottled, Ionized Alkaline Water:99.9% Pure, Infused With Electrolytes, 9.5 pH Or Higher With A Clean, Smooth Taste, 1 Litre (Pack of 12)", "asin": "B005HG9ESG", "price": "$23.79", "quantity": ""},
{"title": "JUST Water, Premium Pure Still Spring Water in an Eco-Friendly BPA Free Plant-Based Bottle - Naturally Alkaline, High 8.0 pH - Fully Recyclable Boxed Carton, 16.9 Fl Oz (Pack of 12)", "asin": "B01B3A0S9S", "price": "$22.99", "quantity": ""},
{"title": "VOSS Premium Still Bottled Natural Water - BPA-Free - High Grade PET - Recyclable Plastic Water Bottles - Pure Drinking Water with Unique & Iconic Bottle Design - 12 Pack", "asin": "B002EM2JCY", "price": "$32.24", "quantity": ""},
{"title": "BODYARMOR Sports Drink Sports Beverage, Blackout Berry, Coconut Water Hydration, Natural Flavors With Vitamins, Potassium-Packed Electrolytes, Perfect For Athletes, 16 Fl Oz (Pack of 12)", "asin": "B01I9HJRB8", "price": "$12.00", "quantity": ""},
{"title": "Red Bull Energy Drink with 151mg Caffeine plus Taurine & B Vitamins, 16 Fl Oz, Pack of 12 Cans", "asin": "B003PFR92E", "price": "$36.98", "quantity": ""},
{"title": "Oceania Flask 32oz Stainless Steel Water Bottles | Modern, Leakproof, Hydro BPA-Free, Insulated Water Bottle with 3 Lids, 3 Straws & 2 Straw Cleaning Brushes | Simple Camping & Hiking Water Bottles", "asin": "B0CRPTW723", "price": "$20.95", "quantity": ""},
{"title": "Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel", "asin": "", "price": "$10.89", "quantity": ""},
{"title": "Bounty Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls", "asin": "", "price": "$4.97", "quantity": ""},
{"title": "Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac", "asin": "", "price": "$34.98", "quantity": ""},
{"title": "Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day", "asin": "", "price": "$14.99", "quantity": ""},
{"title": "MedPride Powder-Free Nitrile Exam Gloves, Iris Blue, Medium, Box/100", "asin": "", "price": "$9.99", "quantity": ""},
{"title": "Sparkle Pick-A-Size Paper Towels, 6 Double Rolls = 12 Regular Rolls, Everyday Value Paper Towel With Full And Half Sheets", "asin": "", "price": "$7.28", "quantity": ""},
{"title": "Naoki Matcha Superior Ceremonial Blend \u2013 Authentic Japanese First Harvest Ceremonial Grade Matcha Green Tea Powder from Uji, Kyoto (40g / 1.4oz)", "asin": "", "price": "$23.99", "quantity": ""},
{"title": "Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)", "asin": "", "price": "$6.84", "quantity": ""},
{"title": "Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)", "asin": "", "price": "$24.42", "quantity": ""},
{"title": "Vanity Fair Everyday Paper Napkins, 200 Count, Disposable Napkins Made Soft And Smooth For Everyday Meals", "asin": "", "price": "$5.76", "quantity": ""},
{"title": "Amazon Basics 2-Ply Flex-Sheets Paper Towels, 12 Basics Rolls = 32 Regular Rolls, Everyday Value with 150 Sheets per Roll", "asin": "", "price": "$22.86", "quantity": ""},
{"title": "Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel", "asin": "", "price": "", "quantity": ""},
{"title": "Amazon Basics Everyday Paper Plates, 10 Inch, Disposable, 150 Count", "asin": "", "price": "", "quantity": ""},
{"title": "Liquid Death, Dead Billionaire Iced Tea, 8-Pack (19.2oz Cans), Half Lemonade Half Black Tea, Low Calorie, No Artificial Sweeteners, B12 & B6 Vitamins", "asin": "", "price": "", "quantity": ""},
{"title": "Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\u2019 Hide Straw Brush, Smokey Blue", "asin": "", "price": "$12.99", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free 20 oz, Gray (Cloudscape)", "asin": "", "price": "$23.07", "quantity": ""},
{"title": "Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0", "asin": "", "price": "$35.00", "quantity": ""},
{"title": "Touchland Power Mist Hydrating Hand Sanitizer Spray, DYE FREE Trio Set (Rainwater, Unscented, Beach Coco), 1 FL. OZ. Travel Size (Set of 3)", "asin": "", "price": "$30.00", "quantity": ""},
{"title": "Owala SmoothSip Slider Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free 20 oz, Tan/White (Vanilla Bean)", "asin": "", "price": "$29.98", "quantity": ""},
{"title": "Owala Kids Insulation Stainless Steel Tumbler with Spill Resistant Flexible Straw, Easy to Clean, Kids Water Bottle, Great for Travel, Dishwasher Safe, 12 Oz, Pink and Purple (Lilac Rocket)", "asin": "", "price": "$19.88", "quantity": ""},
{"title": "LEGO Sunflowers - Building Toy for Kids, Girls and Boys Ages 8+ - Artificial Sunflowers for Home Decor and Display - Gift for Her and Him - 40524", "asin": "", "price": "$8.39", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)", "asin": "", "price": "$23.97", "quantity": ""},
{"title": "Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman", "asin": "", "price": "$34.98", "quantity": ""},
{"title": "Owala FreeSip Clear Tritan Plastic Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 25 Oz, Shy Marshmallow (Pack of 1)", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue", "asin": "", "price": "$6.99", "quantity": ""},
{"title": "NETANY 2 Pack Glass Cups with Bamboo Lids and Straws 16 oz, Gifts for Women, Drinking glasses set, Iced Coffee Cup, Tea Cup, Cute Aesthetics Tumbler Cup, Mothers Day, Birthday Gifts for Her Mom", "asin": "", "price": "$15.99", "quantity": ""},
{"title": "6PCS Replacement Straws for Owala Water Bottle 24 oz 32 oz, Reusable Plastic Straws with Cleaning Brush for Owala Cup 24oz 32oz Travel Tumbler Accessories Parts Straws for Sports Bottle(White)", "asin": "", "price": "$4.99", "quantity": ""},
{"title": "Metal Replacement Straws for Owala Water Bottle 24 oz 32 oz, With 2 Cleaning Brush, Reusable Stainless Steel Straws Compatible With Owala Water Bottle-4 PCS", "asin": "", "price": "$4.99", "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": "2025-04-05T14:03:57.703Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:03:57.703Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:03:57.703Z\",\"action\": \"click\",\"acion_argument\": \"other\",}</answer>",
"index": 1083,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\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\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Sun Bum Original SPF 30 Sunscreen Body Spray | Broad Spectrum Moisturizing Sunblock with Vitamin E | Hawaii 104 Act Compliant (Octinoxate & Oxybenzone Free) | 6 oz\", \"asin\": \"B004XGLE7K\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"LMNT Zero Sugar Electrolytes - Variety Pack | Drink Mix | 12-Count\", \"asin\": \"B084HQ4DYQ\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Liquid I.V.\\u00ae Hydration Multiplier - Passion Fruit | Electrolyte Powder Drink Mix | 1 Pack (16 Servings)\", \"asin\": \"B07HCNM7KQ\", \"price\": \"$24.13\", \"quantity\": \"\"},\n{\"title\": \"Miss Mouth's Messy Eater Stain Treater Spray - 4oz 2 Pack Stain Remover - Newborn & Baby Essentials - No Dry Cleaning Food, Grease, Coffee Off Laundry, Underwear, Fabric\", \"asin\": \"B07QTD8JCF\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Rarlan Highlighters, Chisel Tip, Assorted Fluorescent, 96 Count Bulk Pack\", \"asin\": \"B082D5251K\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Hero Cosmetics Mighty Patch\\u2122 Original Patch - Hydrocolloid Acne Pimple Patch for Covering Zits and Blemishes, Spot Stickers for Face and Skin (72 Count)\", \"asin\": \"B07B4KQVK6\", \"price\": \"$21.97\", \"quantity\": \"\"},\n{\"title\": \"napfun Neck Pillow for Traveling, Upgraded Travel Neck Pillow for Airplane 100% Pure Memory Foam Travel Pillow for Flight Headrest Sleep, Portable Plane Accessories, Light Grey\", \"asin\": \"B07SRRQS5B\", \"price\": \"$15.86\", \"quantity\": \"\"},\n{\"title\": \"Sol de Janeiro Hair & Body Perfume Mist\", \"asin\": \"B099T9WLZX\", \"price\": \"$38.00\", \"quantity\": \"\"},\n{\"title\": \"DYDSTRNG 3 Pack Lightweight Adjustable Kids Jump Rope Home Fitness, Tangle Free Skipping Rope, Speed Jumping Rope for Kids, Women Men Jumping Rope for Workout\", \"asin\": \"B0D6C56JNH\", \"price\": \"$11.99\", \"quantity\": \"\"},\n{\"title\": \"JISULIFE Handheld Mini Fan, 3 IN 1 USB Rechargeable Portable Fan [12-19 Working Hours] with Power Bank, Flashlight, Pocket Design for Travel/Summer/Concerts/Lash, Gifts for Women (Dark Blue)\", \"asin\": \"B097BJKSHM\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Gatorade Gx Bottle , Black, 30oz\", \"asin\": \"B07W4D57KK\", \"price\": \"$19.95\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 32oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, White\", \"asin\": \"B0DPNKB68P\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Cirkul 32oz. Matte Black Stainless Steel Water Bottle Starter Kit with Black Lid and 2 Flavor Cartridges (1 LifeSip Blueberry Grape, 1 GoSip Kiwi Berry) Zero Calories and No Sugar\", \"asin\": \"B0CV9PZB46\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"LIFEWTR Premium Purified Water, pH Balanced with Electrolytes, 100% recycled plastic bottles, 33.8 Fl Oz, 1L (Pack of 6)\", \"asin\": \"B01N9OJ2AP\", \"price\": \"$9.98\", \"quantity\": \"\"},\n{\"title\": \"Essentia Water Bottled, Ionized Alkaline Water:99.9% Pure, Infused With Electrolytes, 9.5 pH Or Higher With A Clean, Smooth Taste, 1 Litre (Pack of 12)\", \"asin\": \"B005HG9ESG\", \"price\": \"$23.79\", \"quantity\": \"\"},\n{\"title\": \"JUST Water, Premium Pure Still Spring Water in an Eco-Friendly BPA Free Plant-Based Bottle - Naturally Alkaline, High 8.0 pH - Fully Recyclable Boxed Carton, 16.9 Fl Oz (Pack of 12)\", \"asin\": \"B01B3A0S9S\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"VOSS Premium Still Bottled Natural Water - BPA-Free - High Grade PET - Recyclable Plastic Water Bottles - Pure Drinking Water with Unique & Iconic Bottle Design - 12 Pack\", \"asin\": \"B002EM2JCY\", \"price\": \"$32.24\", \"quantity\": \"\"},\n{\"title\": \"BODYARMOR Sports Drink Sports Beverage, Blackout Berry, Coconut Water Hydration, Natural Flavors With Vitamins, Potassium-Packed Electrolytes, Perfect For Athletes, 16 Fl Oz (Pack of 12)\", \"asin\": \"B01I9HJRB8\", \"price\": \"$12.00\", \"quantity\": \"\"},\n{\"title\": \"Red Bull Energy Drink with 151mg Caffeine plus Taurine & B Vitamins, 16 Fl Oz, Pack of 12 Cans\", \"asin\": \"B003PFR92E\", \"price\": \"$36.98\", \"quantity\": \"\"},\n{\"title\": \"Oceania Flask 32oz Stainless Steel Water Bottles | Modern, Leakproof, Hydro BPA-Free, Insulated Water Bottle with 3 Lids, 3 Straws & 2 Straw Cleaning Brushes | Simple Camping & Hiking Water Bottles\", \"asin\": \"B0CRPTW723\", \"price\": \"$20.95\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Digital Kitchen Scale with LCD Display, Batteries Included, Weighs up to 11 pounds, Black and Stainless Steel\", \"asin\": \"\", \"price\": \"$10.89\", \"quantity\": \"\"},\n{\"title\": \"Bounty Essentials Select-A-Size Paper Towels, White, 2 Triple Rolls = 6 Regular Rolls\", \"asin\": \"\", \"price\": \"$4.97\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Alpha Grillers Meat Thermometer Digital - Instant Read Food Thermometer for Cooking Grilling Air Fryer Griddle Probe Kitchen Gadgets Essentials BBQ Accessories Grill Gifts for Men Him Dad Fathers Day\", \"asin\": \"\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"MedPride Powder-Free Nitrile Exam Gloves, Iris Blue, Medium, Box/100\", \"asin\": \"\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Sparkle Pick-A-Size Paper Towels, 6 Double Rolls = 12 Regular Rolls, Everyday Value Paper Towel With Full And Half Sheets\", \"asin\": \"\", \"price\": \"$7.28\", \"quantity\": \"\"},\n{\"title\": \"Naoki Matcha Superior Ceremonial Blend \\u2013 Authentic Japanese First Harvest Ceremonial Grade Matcha Green Tea Powder from Uji, Kyoto (40g / 1.4oz)\", \"asin\": \"\", \"price\": \"$23.99\", \"quantity\": \"\"},\n{\"title\": \"Scott Paper Towels, Choose-A-Sheet, 6 Double Rolls = 12 Regular Rolls (108 Sheets Per Roll)\", \"asin\": \"\", \"price\": \"$6.84\", \"quantity\": \"\"},\n{\"title\": \"Bounty Quick Size Paper Towels, White, 8 Family Rolls = 20 Regular Rolls (Packaging May Vary)\", \"asin\": \"\", \"price\": \"$24.42\", \"quantity\": \"\"},\n{\"title\": \"Vanity Fair Everyday Paper Napkins, 200 Count, Disposable Napkins Made Soft And Smooth For Everyday Meals\", \"asin\": \"\", \"price\": \"$5.76\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics 2-Ply Flex-Sheets Paper Towels, 12 Basics Rolls = 32 Regular Rolls, Everyday Value with 150 Sheets per Roll\", \"asin\": \"\", \"price\": \"$22.86\", \"quantity\": \"\"},\n{\"title\": \"Etekcity Food Kitchen Scale, Digital Grams and Ounces for Weight Loss, Baking, Cooking, Keto and Meal Prep, LCD Display, Medium, 304 Stainless Steel\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Amazon Basics Everyday Paper Plates, 10 Inch, Disposable, 150 Count\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Liquid Death, Dead Billionaire Iced Tea, 8-Pack (19.2oz Cans), Half Lemonade Half Black Tea, Low Calorie, No Artificial Sweeteners, B12 & B6 Vitamins\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Owala 2-in-1 Water Bottle Brush Cleaner and Water Bottle Straw Cleaner Brush, Water Bottle Brush with Removable Head and Twist n\\u2019 Hide Straw Brush, Smokey Blue\", \"asin\": \"\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free 20 oz, Gray (Cloudscape)\", \"asin\": \"\", \"price\": \"$23.07\", \"quantity\": \"\"},\n{\"title\": \"Stanley Quencher H2.0 Tumbler with Handle and Straw 30 oz | Flowstate 3-Position Lid | Cup Holder Compatible for Travel | Insulated Stainless Steel Cup | BPA-Free | Rose Quartz 2.0\", \"asin\": \"\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Touchland Power Mist Hydrating Hand Sanitizer Spray, DYE FREE Trio Set (Rainwater, Unscented, Beach Coco), 1 FL. OZ. Travel Size (Set of 3)\", \"asin\": \"\", \"price\": \"$30.00\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Slider Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free 20 oz, Tan/White (Vanilla Bean)\", \"asin\": \"\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Owala Kids Insulation Stainless Steel Tumbler with Spill Resistant Flexible Straw, Easy to Clean, Kids Water Bottle, Great for Travel, Dishwasher Safe, 12 Oz, Pink and Purple (Lilac Rocket)\", \"asin\": \"\", \"price\": \"$19.88\", \"quantity\": \"\"},\n{\"title\": \"LEGO Sunflowers - Building Toy for Kids, Girls and Boys Ages 8+ - Artificial Sunflowers for Home Decor and Display - Gift for Her and Him - 40524\", \"asin\": \"\", \"price\": \"$8.39\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)\", \"asin\": \"\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman\", \"asin\": \"\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Clear Tritan Plastic Water Bottle with Straw, BPA-Free Sports Water Bottle, Great for Travel, 25 Oz, Shy Marshmallow (Pack of 1)\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue\", \"asin\": \"\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"NETANY 2 Pack Glass Cups with Bamboo Lids and Straws 16 oz, Gifts for Women, Drinking glasses set, Iced Coffee Cup, Tea Cup, Cute Aesthetics Tumbler Cup, Mothers Day, Birthday Gifts for Her Mom\", \"asin\": \"\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"6PCS Replacement Straws for Owala Water Bottle 24 oz 32 oz, Reusable Plastic Straws with Cleaning Brush for Owala Cup 24oz 32oz Travel Tumbler Accessories Parts Straws for Sports Bottle(White)\", \"asin\": \"\", \"price\": \"$4.99\", \"quantity\": \"\"},\n{\"title\": \"Metal Replacement Straws for Owala Water Bottle 24 oz 32 oz, With 2 Cleaning Brush, Reusable Stainless Steel Straws Compatible With Owala Water Bottle-4 PCS\", \"asin\": \"\", \"price\": \"$4.99\", \"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\": \"2025-04-05T14:03:57.703Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Sol de Janeiro Hair & Body Perfume Mist\", \"asin\": \"B09W18N3GT\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"LANEIGE Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter\", \"asin\": \"B07DY2QRF6\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Tropical\", \"asin\": \"B0CV1F1W7K\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Green/White (Iced Breeze)\", \"asin\": \"B0CZ7JD8CW\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Zenbo 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Friendly | Gifts for Mom\", \"asin\": \"B0CQT33KC1\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HYDRATE Bottles Travel Tumbler with Handle 20oz - Vacuum Insulated Travel Mugs for Hot and Cold - Travel Coffee Mug with Handle - Stainless Steel Hot and Cold Tumbler Perfect for Coffee or Tea\", \"asin\": \"B0BQCFYK9C\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Swig Life 30oz Mega Mug, 30 oz Tumbler with Handle and Straw, Cup Holder Friendly, Dishwasher Safe, Extra Large Insulated Tumbler, Stainless Steel Water Bottle (Tinseled Trees)\", \"asin\": \"B0DG9D495Z\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Jonathan Green (10323) Black Beauty Ultra Grass Seed - Cool Season Lawn Seed (25 lb)\", \"asin\": \"B003AYWG46\", \"price\": \"$107.91\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Bundle for Small, Northern Lawns and a Scotts Turf Builder EdgeGuard Mini Broadcast Spreader for Seamless Application\", \"asin\": \"B0DYWQ33KQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Sun & Shade Mix with Fertilizer and Soil Improver, Thrives in Many Conditions, 5.6 lbs.\", \"asin\": \"B0B72GKJM5\", \"price\": \"$23.77\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch & Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 20 lbs.\", \"asin\": \"B0168K96FK\", \"price\": \"$59.87\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 40V 16\\\" Cordless (Push) Lawn Mower (75+ Compatible Tools), 4.0Ah Battery and Charger Included\", \"asin\": \"B00BBQVL5U\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ Electric Riding Lawn Mower, 42\\\" Deck with Zero Turn Radius, Includes (4) 56V 12.0Ah Batteries and Charger - ZT4205S\", \"asin\": \"6629db97\", \"price\": \"$4,998.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"24 Ounces\"}, {\"Color\": \"Iced Breeze\"}]}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.99\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"options\": []},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:05:52.191Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:05:52.191Z
|
input
|
Owala
|
rule
|
train
| 1,084 |
2025-04-05T14:05:52.191Z
|
input
|
Owala
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"promotion_items": [{"title": "Sol de Janeiro Hair & Body Perfume Mist", "asin": "B09W18N3GT", "price": "$25.00", "quantity": ""},
{"title": "LANEIGE Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter", "asin": "B07DY2QRF6", "price": "$19.00", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Tropical", "asin": "B0CV1F1W7K", "price": "$27.99", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)", "asin": "B0CZ7K936R", "price": "$29.99", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Green/White (Iced Breeze)", "asin": "B0CZ7JD8CW", "price": "$29.98", "quantity": ""},
{"title": "Zenbo 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Friendly | Gifts for Mom", "asin": "B0CQT33KC1", "price": "$9.99", "quantity": ""},
{"title": "HYDRATE Bottles Travel Tumbler with Handle 20oz - Vacuum Insulated Travel Mugs for Hot and Cold - Travel Coffee Mug with Handle - Stainless Steel Hot and Cold Tumbler Perfect for Coffee or Tea", "asin": "B0BQCFYK9C", "price": "$10.99", "quantity": ""},
{"title": "Swig Life 30oz Mega Mug, 30 oz Tumbler with Handle and Straw, Cup Holder Friendly, Dishwasher Safe, Extra Large Insulated Tumbler, Stainless Steel Water Bottle (Tinseled Trees)", "asin": "B0DG9D495Z", "price": "$44.95", "quantity": ""},
{"title": "Jonathan Green (10323) Black Beauty Ultra Grass Seed - Cool Season Lawn Seed (25 lb)", "asin": "B003AYWG46", "price": "$107.91", "quantity": ""},
{"title": "Scotts Turf Builder Bundle for Small, Northern Lawns and a Scotts Turf Builder EdgeGuard Mini Broadcast Spreader for Seamless Application", "asin": "B0DYWQ33KQ", "price": "$149.99", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Sun & Shade Mix with Fertilizer and Soil Improver, Thrives in Many Conditions, 5.6 lbs.", "asin": "B0B72GKJM5", "price": "$23.77", "quantity": ""},
{"title": "Scotts EZ Seed Patch & Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 20 lbs.", "asin": "B0168K96FK", "price": "$59.87", "quantity": ""},
{"title": "Greenworks 40V 16\" Cordless (Push) Lawn Mower (75+ Compatible Tools), 4.0Ah Battery and Charger Included", "asin": "B00BBQVL5U", "price": "$209.99", "quantity": ""},
{"title": "EGO Power+ Electric Riding Lawn Mower, 42\" Deck with Zero Turn Radius, Includes (4) 56V 12.0Ah Batteries and Charger - ZT4205S", "asin": "6629db97", "price": "$4,998.98", "quantity": ""}],
"active_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "24 Ounces"}, {"Color": "Iced Breeze"}]}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.99", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "options": []},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:05:52.191Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T14:05:52.191Z\",\"action\": \"input\",\"acion_argument\": \"Owala \",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:05:52.191Z\",\"action\": \"input\",\"acion_argument\": \"Owala \",}</answer>",
"index": 1084,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"promotion_items\": [{\"title\": \"Sol de Janeiro Hair & Body Perfume Mist\", \"asin\": \"B09W18N3GT\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"LANEIGE Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter\", \"asin\": \"B07DY2QRF6\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Tropical\", \"asin\": \"B0CV1F1W7K\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Green/White (Iced Breeze)\", \"asin\": \"B0CZ7JD8CW\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Zenbo 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Friendly | Gifts for Mom\", \"asin\": \"B0CQT33KC1\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HYDRATE Bottles Travel Tumbler with Handle 20oz - Vacuum Insulated Travel Mugs for Hot and Cold - Travel Coffee Mug with Handle - Stainless Steel Hot and Cold Tumbler Perfect for Coffee or Tea\", \"asin\": \"B0BQCFYK9C\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Swig Life 30oz Mega Mug, 30 oz Tumbler with Handle and Straw, Cup Holder Friendly, Dishwasher Safe, Extra Large Insulated Tumbler, Stainless Steel Water Bottle (Tinseled Trees)\", \"asin\": \"B0DG9D495Z\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Jonathan Green (10323) Black Beauty Ultra Grass Seed - Cool Season Lawn Seed (25 lb)\", \"asin\": \"B003AYWG46\", \"price\": \"$107.91\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Bundle for Small, Northern Lawns and a Scotts Turf Builder EdgeGuard Mini Broadcast Spreader for Seamless Application\", \"asin\": \"B0DYWQ33KQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Sun & Shade Mix with Fertilizer and Soil Improver, Thrives in Many Conditions, 5.6 lbs.\", \"asin\": \"B0B72GKJM5\", \"price\": \"$23.77\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch & Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 20 lbs.\", \"asin\": \"B0168K96FK\", \"price\": \"$59.87\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 40V 16\\\" Cordless (Push) Lawn Mower (75+ Compatible Tools), 4.0Ah Battery and Charger Included\", \"asin\": \"B00BBQVL5U\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ Electric Riding Lawn Mower, 42\\\" Deck with Zero Turn Radius, Includes (4) 56V 12.0Ah Batteries and Charger - ZT4205S\", \"asin\": \"6629db97\", \"price\": \"$4,998.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"24 Ounces\"}, {\"Color\": \"Iced Breeze\"}]}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.99\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"options\": []},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:05:52.191Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Owala \"}],\n\"promotion_items\": [{\"title\": \"Sol de Janeiro Hair & Body Perfume Mist\", \"asin\": \"B09W18N3GT\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"LANEIGE Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter\", \"asin\": \"B07DY2QRF6\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Tropical\", \"asin\": \"B0CV1F1W7K\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Green/White (Iced Breeze)\", \"asin\": \"B0CZ7JD8CW\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Zenbo 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Friendly | Gifts for Mom\", \"asin\": \"B0CQT33KC1\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HYDRATE Bottles Travel Tumbler with Handle 20oz - Vacuum Insulated Travel Mugs for Hot and Cold - Travel Coffee Mug with Handle - Stainless Steel Hot and Cold Tumbler Perfect for Coffee or Tea\", \"asin\": \"B0BQCFYK9C\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Swig Life 30oz Mega Mug, 30 oz Tumbler with Handle and Straw, Cup Holder Friendly, Dishwasher Safe, Extra Large Insulated Tumbler, Stainless Steel Water Bottle (Tinseled Trees)\", \"asin\": \"B0DG9D495Z\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Jonathan Green (10323) Black Beauty Ultra Grass Seed - Cool Season Lawn Seed (25 lb)\", \"asin\": \"B003AYWG46\", \"price\": \"$107.91\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Bundle for Small, Northern Lawns and a Scotts Turf Builder EdgeGuard Mini Broadcast Spreader for Seamless Application\", \"asin\": \"B0DYWQ33KQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Sun & Shade Mix with Fertilizer and Soil Improver, Thrives in Many Conditions, 5.6 lbs.\", \"asin\": \"B0B72GKJM5\", \"price\": \"$23.77\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch & Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 20 lbs.\", \"asin\": \"B0168K96FK\", \"price\": \"$59.87\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 40V 16\\\" Cordless (Push) Lawn Mower (75+ Compatible Tools), 4.0Ah Battery and Charger Included\", \"asin\": \"B00BBQVL5U\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ Electric Riding Lawn Mower, 42\\\" Deck with Zero Turn Radius, Includes (4) 56V 12.0Ah Batteries and Charger - ZT4205S\", \"asin\": \"6629db97\", \"price\": \"$4,998.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"24 Ounces\"}, {\"Color\": \"Iced Breeze\"}]}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.99\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"options\": []},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:05:52.255Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:05:52.255Z
|
click
|
suggested_term
|
rule
|
train
| 1,085 |
2025-04-05T14:05:52.255Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": "Owala "}],
"promotion_items": [{"title": "Sol de Janeiro Hair & Body Perfume Mist", "asin": "B09W18N3GT", "price": "$25.00", "quantity": ""},
{"title": "LANEIGE Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter", "asin": "B07DY2QRF6", "price": "$19.00", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Tropical", "asin": "B0CV1F1W7K", "price": "$27.99", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)", "asin": "B0CZ7K936R", "price": "$29.99", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Green/White (Iced Breeze)", "asin": "B0CZ7JD8CW", "price": "$29.98", "quantity": ""},
{"title": "Zenbo 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Friendly | Gifts for Mom", "asin": "B0CQT33KC1", "price": "$9.99", "quantity": ""},
{"title": "HYDRATE Bottles Travel Tumbler with Handle 20oz - Vacuum Insulated Travel Mugs for Hot and Cold - Travel Coffee Mug with Handle - Stainless Steel Hot and Cold Tumbler Perfect for Coffee or Tea", "asin": "B0BQCFYK9C", "price": "$10.99", "quantity": ""},
{"title": "Swig Life 30oz Mega Mug, 30 oz Tumbler with Handle and Straw, Cup Holder Friendly, Dishwasher Safe, Extra Large Insulated Tumbler, Stainless Steel Water Bottle (Tinseled Trees)", "asin": "B0DG9D495Z", "price": "$44.95", "quantity": ""},
{"title": "Jonathan Green (10323) Black Beauty Ultra Grass Seed - Cool Season Lawn Seed (25 lb)", "asin": "B003AYWG46", "price": "$107.91", "quantity": ""},
{"title": "Scotts Turf Builder Bundle for Small, Northern Lawns and a Scotts Turf Builder EdgeGuard Mini Broadcast Spreader for Seamless Application", "asin": "B0DYWQ33KQ", "price": "$149.99", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Sun & Shade Mix with Fertilizer and Soil Improver, Thrives in Many Conditions, 5.6 lbs.", "asin": "B0B72GKJM5", "price": "$23.77", "quantity": ""},
{"title": "Scotts EZ Seed Patch & Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 20 lbs.", "asin": "B0168K96FK", "price": "$59.87", "quantity": ""},
{"title": "Greenworks 40V 16\" Cordless (Push) Lawn Mower (75+ Compatible Tools), 4.0Ah Battery and Charger Included", "asin": "B00BBQVL5U", "price": "$209.99", "quantity": ""},
{"title": "EGO Power+ Electric Riding Lawn Mower, 42\" Deck with Zero Turn Radius, Includes (4) 56V 12.0Ah Batteries and Charger - ZT4205S", "asin": "6629db97", "price": "$4,998.98", "quantity": ""}],
"active_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "24 Ounces"}, {"Color": "Iced Breeze"}]}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.99", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "options": []},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:05:52.255Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-05T14:05:52.255Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:05:52.255Z\",\"action\": \"click\",\"acion_argument\": \"suggested_term\",}</answer>",
"index": 1085,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"Owala \"}],\n\"promotion_items\": [{\"title\": \"Sol de Janeiro Hair & Body Perfume Mist\", \"asin\": \"B09W18N3GT\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"LANEIGE Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter\", \"asin\": \"B07DY2QRF6\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Tropical\", \"asin\": \"B0CV1F1W7K\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Green/White (Iced Breeze)\", \"asin\": \"B0CZ7JD8CW\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Zenbo 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Friendly | Gifts for Mom\", \"asin\": \"B0CQT33KC1\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"HYDRATE Bottles Travel Tumbler with Handle 20oz - Vacuum Insulated Travel Mugs for Hot and Cold - Travel Coffee Mug with Handle - Stainless Steel Hot and Cold Tumbler Perfect for Coffee or Tea\", \"asin\": \"B0BQCFYK9C\", \"price\": \"$10.99\", \"quantity\": \"\"},\n{\"title\": \"Swig Life 30oz Mega Mug, 30 oz Tumbler with Handle and Straw, Cup Holder Friendly, Dishwasher Safe, Extra Large Insulated Tumbler, Stainless Steel Water Bottle (Tinseled Trees)\", \"asin\": \"B0DG9D495Z\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Jonathan Green (10323) Black Beauty Ultra Grass Seed - Cool Season Lawn Seed (25 lb)\", \"asin\": \"B003AYWG46\", \"price\": \"$107.91\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Bundle for Small, Northern Lawns and a Scotts Turf Builder EdgeGuard Mini Broadcast Spreader for Seamless Application\", \"asin\": \"B0DYWQ33KQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Sun & Shade Mix with Fertilizer and Soil Improver, Thrives in Many Conditions, 5.6 lbs.\", \"asin\": \"B0B72GKJM5\", \"price\": \"$23.77\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch & Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 20 lbs.\", \"asin\": \"B0168K96FK\", \"price\": \"$59.87\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 40V 16\\\" Cordless (Push) Lawn Mower (75+ Compatible Tools), 4.0Ah Battery and Charger Included\", \"asin\": \"B00BBQVL5U\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ Electric Riding Lawn Mower, 42\\\" Deck with Zero Turn Radius, Includes (4) 56V 12.0Ah Batteries and Charger - ZT4205S\", \"asin\": \"6629db97\", \"price\": \"$4,998.98\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"24 Ounces\"}, {\"Color\": \"Iced Breeze\"}]}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.99\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"options\": []},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:05:52.255Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
Action_Asin
|
[
{
"content": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Surfs Edge\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"ZTAR Insulated Stainless Steel Water Bottle \\u2013 Compatible with Magsafe usable as Tripod, Leak-Proof, Keeps Drinks cool or warm, For Travel, Gym, and Office, Ideal Gift for Women, Men & Kids, 22 oz\", \"asin\": \"B0DH8QCZ2G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"HydroJug Sport - Stainless Steel Tumbler with Straw, Vacuum Insulated, 32oz Leakproof Water Bottle, Ergonomic Design, Reusable, Dishwasher Safe, Rubber Base, Durable for Gym or Outdoors, Cream\", \"asin\": \"B0DGHQWVDQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Navigate 32 oz Insulated Stainless Steel Sports Water Bottle with Spout & Handle Lids,Wide Mouth Water Jug with Double Walled Leak Proof Keep Cold for 24 Hrs Hot for 12 Hrs,Black\", \"asin\": \"B0CDL2V8KX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0D8J37DHP\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Brown/Green (Brave Adventures)\", \"asin\": \"B0CZ7KWJ18\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water B...\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, Sherbert\", \"asin\": \"B0DPNJFYK6\", \"price\": \"$21.49\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"HydroJug Sport - Stainless Steel Tumbler with Straw, Vacuum Insulated, 32oz Leakproof Water Bottle, Ergonomic Design, Reusable, Dishwasher Safe, Rubber Base, Durable for Gym or Outdoors, Cream\", \"asin\": \"B0DGHQWVDQ\", \"price\": \"$34.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.92\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:12:37.724Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:12:37.724Z
|
click
|
product_option
|
rule
|
train
| 1,086 |
2025-04-05T14:12:37.724Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0C59CLN29"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze"},
{"price": "$27.99"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Surfs Edge"}],
"promotion_items": [{"title": "Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy", "asin": "B0CYP361W2", "price": "$32.20", "quantity": ""},
{"title": "Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...", "asin": "B0DK1DDCMY", "price": "$38.99", "quantity": ""},
{"title": "ZTAR Insulated Stainless Steel Water Bottle \u2013 Compatible with Magsafe usable as Tripod, Leak-Proof, Keeps Drinks cool or warm, For Travel, Gym, and Office, Ideal Gift for Women, Men & Kids, 22 oz", "asin": "B0DH8QCZ2G", "price": "$24.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)", "asin": "B0BW8JC6QW", "price": "$32.51", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "quantity": ""},
{"title": "HydroJug Sport - Stainless Steel Tumbler with Straw, Vacuum Insulated, 32oz Leakproof Water Bottle, Ergonomic Design, Reusable, Dishwasher Safe, Rubber Base, Durable for Gym or Outdoors, Cream", "asin": "B0DGHQWVDQ", "price": "$34.99", "quantity": ""},
{"title": "Navigate 32 oz Insulated Stainless Steel Sports Water Bottle with Spout & Handle Lids,Wide Mouth Water Jug with Double Walled Leak Proof Keep Cold for 24 Hrs Hot for 12 Hrs,Black", "asin": "B0CDL2V8KX", "price": "$14.99", "quantity": ""},
{"title": "26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...", "asin": "B0D8J37DHP", "price": "$12.99", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Brown/Green (Brave Adventures)", "asin": "B0CZ7KWJ18", "price": "$23.97", "quantity": ""},
{"title": "Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water B...", "asin": "B0DL3D9945", "price": "$24.99", "quantity": ""},
{"title": "ZULU Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, Sherbert", "asin": "B0DPNJFYK6", "price": "$21.49", "quantity": ""},
{"title": "Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...", "asin": "B0DK1DDCMY", "price": "$38.99", "quantity": ""},
{"title": "HydroJug Sport - Stainless Steel Tumbler with Straw, Vacuum Insulated, 32oz Leakproof Water Bottle, Ergonomic Design, Reusable, Dishwasher Safe, Rubber Base, Durable for Gym or Outdoors, Cream", "asin": "B0DGHQWVDQ", "price": "$34.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze", "asin": "B0C59F7Y8J", "price": "$34.98"},
{"title": "Owala\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated", "asin": "B0CW9GZ534", "price": "$48.90"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "Hydro Flask\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school", "asin": "B07YXLTQYG", "price": "$19.92"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:12:37.724Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:12:37.724Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:12:37.724Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1086,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Surfs Edge\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Flip Straw 2.0 Water Bottle 24 OZ | Built-In Straw with Larger Opening | Lightweight & Leak-Resistant | Insulated Stainless Steel | BPA-Free | Navy\", \"asin\": \"B0CYP361W2\", \"price\": \"$32.20\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"ZTAR Insulated Stainless Steel Water Bottle \\u2013 Compatible with Magsafe usable as Tripod, Leak-Proof, Keeps Drinks cool or warm, For Travel, Gym, and Office, Ideal Gift for Women, Men & Kids, 22 oz\", \"asin\": \"B0DH8QCZ2G\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"HydroJug Sport - Stainless Steel Tumbler with Straw, Vacuum Insulated, 32oz Leakproof Water Bottle, Ergonomic Design, Reusable, Dishwasher Safe, Rubber Base, Durable for Gym or Outdoors, Cream\", \"asin\": \"B0DGHQWVDQ\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Navigate 32 oz Insulated Stainless Steel Sports Water Bottle with Spout & Handle Lids,Wide Mouth Water Jug with Double Walled Leak Proof Keep Cold for 24 Hrs Hot for 12 Hrs,Black\", \"asin\": \"B0CDL2V8KX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"26 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0D8J37DHP\", \"price\": \"$12.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Brown/Green (Brave Adventures)\", \"asin\": \"B0CZ7KWJ18\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water B...\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 24oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, Sherbert\", \"asin\": \"B0DPNJFYK6\", \"price\": \"$21.49\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"HydroJug Sport - Stainless Steel Tumbler with Straw, Vacuum Insulated, 32oz Leakproof Water Bottle, Ergonomic Design, Reusable, Dishwasher Safe, Rubber Base, Durable for Gym or Outdoors, Cream\", \"asin\": \"B0DGHQWVDQ\", \"price\": \"$34.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.92\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:12:37.724Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DV1LZWG2\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Surfs Edge\"},\n{\"price\": \"$27.94\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz\", \"asin\": \"B0CSF2NXCR\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Fast Flow Water Bottle | Angled Spout Lid | Lightweight & Leakproof for Travel & Sports | Insulated Stainless Steel | BPA-Free\", \"asin\": \"B0CFP3PCM1\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0DQ5JDNPC\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Nalgene Monochrome BPA-Free Recycled Reusable Water Bottle for Backpacking, Hiking, Gym - 32 oz Shatterproof - Mocha\", \"asin\": \"B0BMRYGWK8\", \"price\": \"$15.56\", \"quantity\": \"\"},\n{\"title\": \"Nalgene Sustain Tritan BPA-Free Water Bottle Made with Material Derived from 50% Plastic Waste (using ISCC certified mass balance), 48 OZ, Wide Mouth, Trout\", \"asin\": \"B09LMQJSG5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0DQ5JDNPC\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Contigo\\u00ae Kids Stainless Steel Water Bottle with Redesigned AUTOSPOUT\\u00ae Straw, 13 oz\", \"asin\": \"B0CZYT2C9B\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Purple/Green (Minty Horizons)\", \"asin\": \"B0CZ7JP25G\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1K9GL\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz\", \"asin\": \"B0CSF2NXCR\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Fast Flow Water Bottle | Angled Spout Lid | Lightweight & Leakproof for Travel & Sports | Insulated Stainless Steel | BPA-Free\", \"asin\": \"B0CFP3PCM1\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Surfs Edge\", \"asin\": \"B0DV1LZWG2\", \"price\": \"$27.94\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Owala\\u00a0Harry Potter FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Slytherin\", \"asin\": \"B099SGPJ9Q\", \"price\": \"$34.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Pomelo\", \"asin\": \"B0CT49XPPY\", \"price\": \"$35.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:12:41.570Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:12:41.570Z
|
click
|
product_option
|
rule
|
train
| 1,087 |
2025-04-05T14:12:41.570Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0DV1LZWG2"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Surfs Edge"},
{"price": "$27.94"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Iced Breeze"}],
"promotion_items": [{"title": "Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz", "asin": "B0CSF2NXCR", "price": "$35.00", "quantity": ""},
{"title": "Stanley IceFlow Fast Flow Water Bottle | Angled Spout Lid | Lightweight & Leakproof for Travel & Sports | Insulated Stainless Steel | BPA-Free", "asin": "B0CFP3PCM1", "price": "$35.00", "quantity": ""},
{"title": "Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)", "asin": "B09FPXGLGF", "price": "$9.99", "quantity": ""},
{"title": "Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation", "asin": "B0DSM1F291", "price": "$39.95", "quantity": ""},
{"title": "HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school", "asin": "B0DQ5JDNPC", "price": "$44.95", "quantity": ""},
{"title": "Nalgene Monochrome BPA-Free Recycled Reusable Water Bottle for Backpacking, Hiking, Gym - 32 oz Shatterproof - Mocha", "asin": "B0BMRYGWK8", "price": "$15.56", "quantity": ""},
{"title": "Nalgene Sustain Tritan BPA-Free Water Bottle Made with Material Derived from 50% Plastic Waste (using ISCC certified mass balance), 48 OZ, Wide Mouth, Trout", "asin": "B09LMQJSG5", "price": "$19.99", "quantity": ""},
{"title": "HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school", "asin": "B0DQ5JDNPC", "price": "$44.95", "quantity": ""},
{"title": "Contigo\u00ae Kids Stainless Steel Water Bottle with Redesigned AUTOSPOUT\u00ae Straw, 13 oz", "asin": "B0CZYT2C9B", "price": "$19.99", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Purple/Green (Minty Horizons)", "asin": "B0CZ7JP25G", "price": "$29.98", "quantity": ""},
{"title": "Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation", "asin": "B0DSM1K9GL", "price": "$39.95", "quantity": ""},
{"title": "Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz", "asin": "B0CSF2NXCR", "price": "$35.00", "quantity": ""},
{"title": "Stanley IceFlow Fast Flow Water Bottle | Angled Spout Lid | Lightweight & Leakproof for Travel & Sports | Insulated Stainless Steel | BPA-Free", "asin": "B0CFP3PCM1", "price": "$35.00", "quantity": ""},
{"title": "Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)", "asin": "B09FPXGLGF", "price": "$9.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Surfs Edge", "asin": "B0DV1LZWG2", "price": "$27.94"},
{"title": "Owala\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated", "asin": "B0CW9GZ534", "price": "$48.90"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "Owala\u00a0Harry Potter FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Slytherin", "asin": "B099SGPJ9Q", "price": "$34.99"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "STANLEY\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Pomelo", "asin": "B0CT49XPPY", "price": "$35.00"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:12:41.570Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:12:41.570Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:12:41.570Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1087,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0DV1LZWG2\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Surfs Edge\"},\n{\"price\": \"$27.94\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz\", \"asin\": \"B0CSF2NXCR\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Fast Flow Water Bottle | Angled Spout Lid | Lightweight & Leakproof for Travel & Sports | Insulated Stainless Steel | BPA-Free\", \"asin\": \"B0CFP3PCM1\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1F291\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0DQ5JDNPC\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Nalgene Monochrome BPA-Free Recycled Reusable Water Bottle for Backpacking, Hiking, Gym - 32 oz Shatterproof - Mocha\", \"asin\": \"B0BMRYGWK8\", \"price\": \"$15.56\", \"quantity\": \"\"},\n{\"title\": \"Nalgene Sustain Tritan BPA-Free Water Bottle Made with Material Derived from 50% Plastic Waste (using ISCC certified mass balance), 48 OZ, Wide Mouth, Trout\", \"asin\": \"B09LMQJSG5\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0DQ5JDNPC\", \"price\": \"$44.95\", \"quantity\": \"\"},\n{\"title\": \"Contigo\\u00ae Kids Stainless Steel Water Bottle with Redesigned AUTOSPOUT\\u00ae Straw, 13 oz\", \"asin\": \"B0CZYT2C9B\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Purple/Green (Minty Horizons)\", \"asin\": \"B0CZ7JP25G\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Hydro Flask 24 Oz Stainless Steel Standard Mouth Water Bottle with Flex Straw Cap and Double-Wall Vacuum Insulation\", \"asin\": \"B0DSM1K9GL\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz\", \"asin\": \"B0CSF2NXCR\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Fast Flow Water Bottle | Angled Spout Lid | Lightweight & Leakproof for Travel & Sports | Insulated Stainless Steel | BPA-Free\", \"asin\": \"B0CFP3PCM1\", \"price\": \"$35.00\", \"quantity\": \"\"},\n{\"title\": \"Sahara Sailor Water Bottle 32oz, Durable and Leakproof Water Bottles Motivational with Time Marker, Tritan, BPA Free, Wide Mouth with Easy Clean Brush for Gym, Travel, Home, School, Office (1 Bottle)\", \"asin\": \"B09FPXGLGF\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Surfs Edge\", \"asin\": \"B0DV1LZWG2\", \"price\": \"$27.94\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Owala\\u00a0Harry Potter FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Slytherin\", \"asin\": \"B099SGPJ9Q\", \"price\": \"$34.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Pomelo\", \"asin\": \"B0CT49XPPY\", \"price\": \"$35.00\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:12:41.570Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Takeya Actives Water Bottle with Straw Lid - Durable & Easy-Care Water Bottle with Stainless Steel Insulation - BPA-Free Lid with Carry Handle & Straw - Dishwasher-Safe - 32 oz, Honeycomb\", \"asin\": \"B0CSM4VT7R\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Stronger Than You Think\", \"asin\": \"B0B3JTCCG9\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Boba Fest\", \"asin\": \"B0B3JTQZX7\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue\", \"asin\": \"B0B1W1F4CY\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.82\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:14:43.173Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:14:43.173Z
|
click
|
product_option
|
rule
|
train
| 1,088 |
2025-04-05T14:14:43.173Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0C59CLN29"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze"},
{"price": "$27.99"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "40 Ounces"},
{"Color": "Iced Breeze"}],
"promotion_items": [{"title": "Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...", "asin": "B0DFCGLH19", "price": "$5.68", "quantity": ""},
{"title": "2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...", "asin": "B0D4YB2FQF", "price": "$8.71", "quantity": ""},
{"title": "Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue", "asin": "B0DMT1T17N", "price": "$39.95", "quantity": ""},
{"title": "Takeya Actives Water Bottle with Straw Lid - Durable & Easy-Care Water Bottle with Stainless Steel Insulation - BPA-Free Lid with Carry Handle & Straw - Dishwasher-Safe - 32 oz, Honeycomb", "asin": "B0CSM4VT7R", "price": "$34.99", "quantity": ""},
{"title": "Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...", "asin": "B0DK1DDCMY", "price": "$38.99", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Stronger Than You Think", "asin": "B0B3JTCCG9", "price": "$34.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Boba Fest", "asin": "B0B3JTQZX7", "price": "$34.98", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)", "asin": "B0CZ7K936R", "price": "$29.99", "quantity": ""},
{"title": "Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue", "asin": "B0B1W1F4CY", "price": "$6.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze", "asin": "B0C59F7Y8J", "price": "$34.98"},
{"title": "Owala\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated", "asin": "B0CW9GZ534", "price": "$48.90"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "Hydro Flask\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school", "asin": "B07YXLTQYG", "price": "$19.82"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:14:43.173Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:14:43.173Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:14:43.173Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1088,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Takeya Actives Water Bottle with Straw Lid - Durable & Easy-Care Water Bottle with Stainless Steel Insulation - BPA-Free Lid with Carry Handle & Straw - Dishwasher-Safe - 32 oz, Honeycomb\", \"asin\": \"B0CSM4VT7R\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Stronger Than You Think\", \"asin\": \"B0B3JTCCG9\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Boba Fest\", \"asin\": \"B0B3JTQZX7\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue\", \"asin\": \"B0B1W1F4CY\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.82\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:14:43.173Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CZHH1\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Iced Breeze\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"40-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"POWCAN 40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-Proof, BPA-Free, Double Wall Stainless Steel Water Bottle for Sports, Gym, Travel, and School (Cotton Candy)\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \\u2013 Silver\", \"asin\": \"B07MBBP71L\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \\u2013 Lid Doubles as a Cup 14 Ounce (Blue)\\u2026\", \"asin\": \"B07Q1P25SR\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"LIFEWTR Premium Purified Water, pH Balanced with Electrolytes, 100% recycled plastic bottles, 23.7 Fl Oz Flip Cap Bottles, 700 mL (Pack of 12)\", \"asin\": \"B01MQ3ZO6B\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz\", \"asin\": \"B0CSF2NXCR\", \"price\": \"$35.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:16:40.604Z\", // 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
|
2025-04-05T14:16:40.604Z
|
click
|
product_option
|
rule
|
train
| 1,089 |
2025-04-05T14:16:40.604Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0C59CZHH1"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Iced Breeze"},
{"price": "$39.99"},
{"bullet_list": "40-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Iced Breeze"}],
"promotion_items": [{"title": "POWCAN 40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-Proof, BPA-Free, Double Wall Stainless Steel Water Bottle for Sports, Gym, Travel, and School (Cotton Candy)", "asin": "B0CQCS5329", "price": "$15.99", "quantity": ""},
{"title": "Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \u2013 Silver", "asin": "B07MBBP71L", "price": "$17.95", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99", "quantity": ""},
{"title": "asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \u2013 Lid Doubles as a Cup 14 Ounce (Blue)\u2026", "asin": "B07Q1P25SR", "price": "$33.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)", "asin": "B0BW8JC6QW", "price": "$32.51", "quantity": ""},
{"title": "Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...", "asin": "B0DFCGLH19", "price": "$5.68", "quantity": ""},
{"title": "2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...", "asin": "B0D4YB2FQF", "price": "$8.71", "quantity": ""},
{"title": "Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue", "asin": "B0DMT1T17N", "price": "$39.95", "quantity": ""},
{"title": "Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...", "asin": "B0DK1DDCMY", "price": "$38.99", "quantity": ""},
{"title": "LIFEWTR Premium Purified Water, pH Balanced with Electrolytes, 100% recycled plastic bottles, 23.7 Fl Oz Flip Cap Bottles, 700 mL (Pack of 12)", "asin": "B01MQ3ZO6B", "price": "$16.49", "quantity": ""},
{"title": "40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...", "asin": "B0CQCS5329", "price": "$15.99", "quantity": ""},
{"title": "Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz", "asin": "B0CSF2NXCR", "price": "$35.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:16:40.604Z", // 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\": \"2025-04-05T14:16:40.604Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:16:40.604Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1089,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CZHH1\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Iced Breeze\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"40-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"POWCAN 40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-Proof, BPA-Free, Double Wall Stainless Steel Water Bottle for Sports, Gym, Travel, and School (Cotton Candy)\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \\u2013 Silver\", \"asin\": \"B07MBBP71L\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \\u2013 Lid Doubles as a Cup 14 Ounce (Blue)\\u2026\", \"asin\": \"B07Q1P25SR\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"LIFEWTR Premium Purified Water, pH Balanced with Electrolytes, 100% recycled plastic bottles, 23.7 Fl Oz Flip Cap Bottles, 700 mL (Pack of 12)\", \"asin\": \"B01MQ3ZO6B\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz\", \"asin\": \"B0CSF2NXCR\", \"price\": \"$35.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:16:40.604Z\", // 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Takeya Actives Water Bottle with Straw Lid - Durable & Easy-Care Water Bottle with Stainless Steel Insulation - BPA-Free Lid with Carry Handle & Straw - Dishwasher-Safe - 32 oz, Honeycomb\", \"asin\": \"B0CSM4VT7R\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Stronger Than You Think\", \"asin\": \"B0B3JTCCG9\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Boba Fest\", \"asin\": \"B0B3JTQZX7\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue\", \"asin\": \"B0B1W1F4CY\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.82\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:17:30.738Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:17:30.738Z
|
click
|
product_option
|
rule
|
train
| 1,090 |
2025-04-05T14:17:30.738Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0C59CLN29"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze"},
{"price": "$27.99"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "40 Ounces"},
{"Color": "Iced Breeze"}],
"promotion_items": [{"title": "Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...", "asin": "B0DFCGLH19", "price": "$5.68", "quantity": ""},
{"title": "2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...", "asin": "B0D4YB2FQF", "price": "$8.71", "quantity": ""},
{"title": "Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue", "asin": "B0DMT1T17N", "price": "$39.95", "quantity": ""},
{"title": "Takeya Actives Water Bottle with Straw Lid - Durable & Easy-Care Water Bottle with Stainless Steel Insulation - BPA-Free Lid with Carry Handle & Straw - Dishwasher-Safe - 32 oz, Honeycomb", "asin": "B0CSM4VT7R", "price": "$34.99", "quantity": ""},
{"title": "Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...", "asin": "B0DK1DDCMY", "price": "$38.99", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Stronger Than You Think", "asin": "B0B3JTCCG9", "price": "$34.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Boba Fest", "asin": "B0B3JTQZX7", "price": "$34.98", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)", "asin": "B0CZ7K936R", "price": "$29.99", "quantity": ""},
{"title": "Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue", "asin": "B0B1W1F4CY", "price": "$6.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze", "asin": "B0C59F7Y8J", "price": "$34.98"},
{"title": "Owala\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated", "asin": "B0CW9GZ534", "price": "$48.90"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "Hydro Flask\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school", "asin": "B07YXLTQYG", "price": "$19.82"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:17:30.738Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:17:30.738Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:17:30.738Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1090,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Takeya Actives Water Bottle with Straw Lid - Durable & Easy-Care Water Bottle with Stainless Steel Insulation - BPA-Free Lid with Carry Handle & Straw - Dishwasher-Safe - 32 oz, Honeycomb\", \"asin\": \"B0CSM4VT7R\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Stronger Than You Think\", \"asin\": \"B0B3JTCCG9\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Boba Fest\", \"asin\": \"B0B3JTQZX7\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue\", \"asin\": \"B0B1W1F4CY\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.82\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:17:30.738Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CZHH1\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Iced Breeze\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"40-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Beach House\"}],\n\"promotion_items\": [{\"title\": \"POWCAN 40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-Proof, BPA-Free, Double Wall Stainless Steel Water Bottle for Sports, Gym, Travel, and School (Cotton Candy)\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \\u2013 Silver\", \"asin\": \"B07MBBP71L\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \\u2013 Lid Doubles as a Cup 14 Ounce (Blue)\\u2026\", \"asin\": \"B07Q1P25SR\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"LIFEWTR Premium Purified Water, pH Balanced with Electrolytes, 100% recycled plastic bottles, 23.7 Fl Oz Flip Cap Bottles, 700 mL (Pack of 12)\", \"asin\": \"B01MQ3ZO6B\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz\", \"asin\": \"B0CSF2NXCR\", \"price\": \"$35.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:19:51.531Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:19:51.531Z
|
click
|
product_option
|
rule
|
train
| 1,091 |
2025-04-05T14:19:51.531Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0C59CZHH1"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Iced Breeze"},
{"price": "$39.99"},
{"bullet_list": "40-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "40 Ounces"},
{"Color": "Beach House"}],
"promotion_items": [{"title": "POWCAN 40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-Proof, BPA-Free, Double Wall Stainless Steel Water Bottle for Sports, Gym, Travel, and School (Cotton Candy)", "asin": "B0CQCS5329", "price": "$15.99", "quantity": ""},
{"title": "Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \u2013 Silver", "asin": "B07MBBP71L", "price": "$17.95", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99", "quantity": ""},
{"title": "asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \u2013 Lid Doubles as a Cup 14 Ounce (Blue)\u2026", "asin": "B07Q1P25SR", "price": "$33.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)", "asin": "B0BW8JC6QW", "price": "$32.51", "quantity": ""},
{"title": "Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...", "asin": "B0DFCGLH19", "price": "$5.68", "quantity": ""},
{"title": "2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...", "asin": "B0D4YB2FQF", "price": "$8.71", "quantity": ""},
{"title": "Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue", "asin": "B0DMT1T17N", "price": "$39.95", "quantity": ""},
{"title": "Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...", "asin": "B0DK1DDCMY", "price": "$38.99", "quantity": ""},
{"title": "LIFEWTR Premium Purified Water, pH Balanced with Electrolytes, 100% recycled plastic bottles, 23.7 Fl Oz Flip Cap Bottles, 700 mL (Pack of 12)", "asin": "B01MQ3ZO6B", "price": "$16.49", "quantity": ""},
{"title": "40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...", "asin": "B0CQCS5329", "price": "$15.99", "quantity": ""},
{"title": "Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz", "asin": "B0CSF2NXCR", "price": "$35.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:19:51.531Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:19:51.531Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:19:51.531Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1091,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CZHH1\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Iced Breeze\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"40-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Beach House\"}],\n\"promotion_items\": [{\"title\": \"POWCAN 40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-Proof, BPA-Free, Double Wall Stainless Steel Water Bottle for Sports, Gym, Travel, and School (Cotton Candy)\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \\u2013 Silver\", \"asin\": \"B07MBBP71L\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \\u2013 Lid Doubles as a Cup 14 Ounce (Blue)\\u2026\", \"asin\": \"B07Q1P25SR\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Dark Blue (Saltwater Starfish)\", \"asin\": \"B0BW8JC6QW\", \"price\": \"$32.51\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"LIFEWTR Premium Purified Water, pH Balanced with Electrolytes, 100% recycled plastic bottles, 23.7 Fl Oz Flip Cap Bottles, 700 mL (Pack of 12)\", \"asin\": \"B01MQ3ZO6B\", \"price\": \"$16.49\", \"quantity\": \"\"},\n{\"title\": \"40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Stanley IceFlow Stainless Steel Tumbler - Vacuum Insulated Water Bottle for Home, Office or Car Reusable Cup with Straw Leak Resistant Flip Cold for 12 Hours or Iced for 2 Days, Navy, 30oz\", \"asin\": \"B0CSF2NXCR\", \"price\": \"$35.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:19:51.531Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F354MWSL\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Beach House\"},\n{\"bullet_list\": \"32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Beach House\"}],\n\"promotion_items\": [{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 1L Aegan Sea\", \"asin\": \"B0BY3C6XPW\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 18-oz, Purple/Mint (Minty Horizons)\", \"asin\": \"B0DSWRQFKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)\", \"asin\": \"B0CZ7HWM7V\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"BLU All-in-ONE | Vacuum Insulated Stainless Steel Water Bottle Flask with a Filter (26oz) | Made in The USA | Removes 99.99% contaminants (Regular - Black)\", \"asin\": \"B0CBP7Q7NQ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Blockhuette Vacuum Insulated Stainless Steel Water Bottle I 34 oz I Wide Mouth Insulated Metal Bottle for Cold Drinks I BPA-Free I Perfect for Travel, School, Kids, Adults, Water Canteen\", \"asin\": \"B08KGPL2GR\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 17oz Stainless Steel Water Bottles Bulk, Reusable Metal Sports Water Bottle Keeps Drink Hot and Cold, BPA Free Double Wall Vacuum Cola Shape Insulated Water Bottles for Camping Gym, 4 Pack\", \"asin\": \"B0B659RZ39\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JARLSON kids water bottle with straw - CHARLI - insulated stainless steel water bottle - thermos - girls/boys (Unicorn 'Mosaic', 18 oz)\", \"asin\": \"B0BTPZ45VY\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"CamelBak Eddy+ Insulated Stainless Steel Water Bottle with Straw 20oz\", \"asin\": \"B0CKWHXNWP\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"ThermoFlask Kids Bottle with Straw Lid - Durable & Dishwasher-Safe Water Bottles & Lids - Leak-Proof Bottle Lid Design - Reusable Water Bottles for Everyday Use - 16 oz, Blueberry/Wolf Grey (2 Pack)\", \"asin\": \"B0B3GG7YCC\", \"price\": \"$36.00\", \"quantity\": \"\"},\n{\"title\": \"Simple Modern Water Bottle with Straw Lid | Vacuum Insulated Stainless Steel Metal Thermos | Reusable Leak Proof BPA-Free Flask for Sports Gym | Summit Collection | 30oz, Sweet Daisy on Blue\", \"asin\": \"B0DV6HL9Y1\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman\", \"asin\": \"B0CBCRC1RK\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"CamelBak eddy+ Kids Water Bottle with Straw, Insulated Stainless Steel - Leak-Proof when Closed\", \"asin\": \"B0CPFSQTKQ\", \"price\": \"$3297\", \"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\": \"2025-04-05T14:20:02.137Z\", // 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
|
2025-04-05T14:20:02.137Z
|
click
|
product_option
|
rule
|
train
| 1,092 |
2025-04-05T14:20:02.137Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0F354MWSL"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Beach House"},
{"bullet_list": "32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_options": [{"Size": "40 Ounces"},
{"Color": "Beach House"}],
"promotion_items": [{"title": "LifeStraw Go Series \u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 1L Aegan Sea", "asin": "B0BY3C6XPW", "price": "$47.00", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 18-oz, Purple/Mint (Minty Horizons)", "asin": "B0DSWRQFKY", "price": "$26.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)", "asin": "B0CZ7HWM7V", "price": "$23.97", "quantity": ""},
{"title": "BLU All-in-ONE | Vacuum Insulated Stainless Steel Water Bottle Flask with a Filter (26oz) | Made in The USA | Removes 99.99% contaminants (Regular - Black)", "asin": "B0CBP7Q7NQ", "price": "$59.95", "quantity": ""},
{"title": "Blockhuette Vacuum Insulated Stainless Steel Water Bottle I 34 oz I Wide Mouth Insulated Metal Bottle for Cold Drinks I BPA-Free I Perfect for Travel, School, Kids, Adults, Water Canteen", "asin": "B08KGPL2GR", "price": "$28.97", "quantity": ""},
{"title": "THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid", "asin": "B0CVKVHGQ6", "price": "$24.99", "quantity": ""},
{"title": "VEGOND 17oz Stainless Steel Water Bottles Bulk, Reusable Metal Sports Water Bottle Keeps Drink Hot and Cold, BPA Free Double Wall Vacuum Cola Shape Insulated Water Bottles for Camping Gym, 4 Pack", "asin": "B0B659RZ39", "price": "$36.99", "quantity": ""},
{"title": "JARLSON kids water bottle with straw - CHARLI - insulated stainless steel water bottle - thermos - girls/boys (Unicorn 'Mosaic', 18 oz)", "asin": "B0BTPZ45VY", "price": "$22.95", "quantity": ""},
{"title": "CamelBak Eddy+ Insulated Stainless Steel Water Bottle with Straw 20oz", "asin": "B0CKWHXNWP", "price": "$22.95", "quantity": ""},
{"title": "ThermoFlask Kids Bottle with Straw Lid - Durable & Dishwasher-Safe Water Bottles & Lids - Leak-Proof Bottle Lid Design - Reusable Water Bottles for Everyday Use - 16 oz, Blueberry/Wolf Grey (2 Pack)", "asin": "B0B3GG7YCC", "price": "$36.00", "quantity": ""},
{"title": "Simple Modern Water Bottle with Straw Lid | Vacuum Insulated Stainless Steel Metal Thermos | Reusable Leak Proof BPA-Free Flask for Sports Gym | Summit Collection | 30oz, Sweet Daisy on Blue", "asin": "B0DV6HL9Y1", "price": "$25.99", "quantity": ""},
{"title": "Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman", "asin": "B0CBCRC1RK", "price": "$34.98", "quantity": ""},
{"title": "CamelBak eddy+ Kids Water Bottle with Straw, Insulated Stainless Steel - Leak-Proof when Closed", "asin": "B0CPFSQTKQ", "price": "$3297", "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": "2025-04-05T14:20:02.137Z", // 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\": \"2025-04-05T14:20:02.137Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:20:02.137Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1092,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F354MWSL\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Beach House\"},\n{\"bullet_list\": \"32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Beach House\"}],\n\"promotion_items\": [{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 1L Aegan Sea\", \"asin\": \"B0BY3C6XPW\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 18-oz, Purple/Mint (Minty Horizons)\", \"asin\": \"B0DSWRQFKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)\", \"asin\": \"B0CZ7HWM7V\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"BLU All-in-ONE | Vacuum Insulated Stainless Steel Water Bottle Flask with a Filter (26oz) | Made in The USA | Removes 99.99% contaminants (Regular - Black)\", \"asin\": \"B0CBP7Q7NQ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Blockhuette Vacuum Insulated Stainless Steel Water Bottle I 34 oz I Wide Mouth Insulated Metal Bottle for Cold Drinks I BPA-Free I Perfect for Travel, School, Kids, Adults, Water Canteen\", \"asin\": \"B08KGPL2GR\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 17oz Stainless Steel Water Bottles Bulk, Reusable Metal Sports Water Bottle Keeps Drink Hot and Cold, BPA Free Double Wall Vacuum Cola Shape Insulated Water Bottles for Camping Gym, 4 Pack\", \"asin\": \"B0B659RZ39\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JARLSON kids water bottle with straw - CHARLI - insulated stainless steel water bottle - thermos - girls/boys (Unicorn 'Mosaic', 18 oz)\", \"asin\": \"B0BTPZ45VY\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"CamelBak Eddy+ Insulated Stainless Steel Water Bottle with Straw 20oz\", \"asin\": \"B0CKWHXNWP\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"ThermoFlask Kids Bottle with Straw Lid - Durable & Dishwasher-Safe Water Bottles & Lids - Leak-Proof Bottle Lid Design - Reusable Water Bottles for Everyday Use - 16 oz, Blueberry/Wolf Grey (2 Pack)\", \"asin\": \"B0B3GG7YCC\", \"price\": \"$36.00\", \"quantity\": \"\"},\n{\"title\": \"Simple Modern Water Bottle with Straw Lid | Vacuum Insulated Stainless Steel Metal Thermos | Reusable Leak Proof BPA-Free Flask for Sports Gym | Summit Collection | 30oz, Sweet Daisy on Blue\", \"asin\": \"B0DV6HL9Y1\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman\", \"asin\": \"B0CBCRC1RK\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"CamelBak eddy+ Kids Water Bottle with Straw, Insulated Stainless Steel - Leak-Proof when Closed\", \"asin\": \"B0CPFSQTKQ\", \"price\": \"$3297\", \"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\": \"2025-04-05T14:20:02.137Z\", // 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BZY9JJRJ\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Camo Cool\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"40-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Beach House\"}],\n\"promotion_items\": [{\"title\": \"YETI Rambler 46 oz Bottle, Vacuum Insulated, Leakproof, Stainless Steel with Chug Cap\", \"asin\": \"B08VF6K7VR\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \\u2013 Silver\", \"asin\": \"B07MBBP71L\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \\u2013 Lid Doubles as a Cup 14 Ounce (Blue)\\u2026\", \"asin\": \"B07Q1P25SR\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Navigate 32 oz Insulated Stainless Steel Sports Water Bottle with Spout & Handle Lids,Wide Mouth Water Jug with Double Walled Leak Proof Keep Cold for 24 Hrs Hot for 12 Hrs,Black\", \"asin\": \"B0CDL2V8KX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 24oz Icelandic Blue\", \"asin\": \"B0BY3B1KP9\", \"price\": \"$47.96\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/White (Iced Tea)\", \"asin\": \"B0CZ7VBL5C\", \"price\": \"$20.50\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottles,25 oz Double Wall Stainless Steel Vacumm Metal Flask for Sp...\", \"asin\": \"B0C3B62KLH\", \"price\": \"$11.82\", \"quantity\": \"\"},\n{\"title\": \"DOMICARE 32 oz Insulated Water Bottle Bulk, Vacuum Insulated Stainless Steel Sports Water Bottle with Straw Lid & Spout Lid, Leakproof, Reusable - Travel, Camping, Bike, Green Gradient (8 Pack)\", \"asin\": \"B0CM94VJGW\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 24 oz 32 oz 40 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0D8J3J8F2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"YETI Rambler 46 oz Bottle, Vacuum Insulated, Leakproof, Stainless Steel with Chug Cap\", \"asin\": \"B08VF6K7VR\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \\u2013 Lid Doubles as a Cup 14 Ounce (Blue)\\u2026\", \"asin\": \"B07Q1P25SR\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 40 oz Insulated Water Bottle Bulk Stainless Steel Metal Water Bottles with Leak Proof Straw Lid & Spout Lid, Wide Mouth Double Walled Vacuum Travel Sports Bottle, 4 Pack\", \"asin\": \"B0C9J73F7Z\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Camo Cool\", \"asin\": \"B0BZY9JJRJ\", \"price\": \"$39.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\", \"asin\": \"B0BZYC7N7X\", \"price\": \"$29.98\"},\n{\"title\": \"YOUCOX\\u00a0Silicone Boot for Owala Water Bottle 40 oz, Anti-Slip Protective Sleeve for FreeSip/Twist/Flip Stainless Steel Water Bottles, Bottom Cover for Owala Accessories, BPA Free, Dishwasher Safe\", \"asin\": \"B0D3XDLQXV\", \"price\": \"$6.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"B0CT4BB651\", \"price\": \"$34.98\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0BG6NRL86\", \"price\": \"$28.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:20:13.944Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:20:13.944Z
|
click
|
product_option
|
rule
|
train
| 1,093 |
2025-04-05T14:20:13.944Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0BZY9JJRJ"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Camo Cool"},
{"price": "$39.99"},
{"bullet_list": "40-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "40 Ounces"},
{"Color": "Beach House"}],
"promotion_items": [{"title": "YETI Rambler 46 oz Bottle, Vacuum Insulated, Leakproof, Stainless Steel with Chug Cap", "asin": "B08VF6K7VR", "price": "$44.00", "quantity": ""},
{"title": "Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \u2013 Silver", "asin": "B07MBBP71L", "price": "$17.95", "quantity": ""},
{"title": "asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \u2013 Lid Doubles as a Cup 14 Ounce (Blue)\u2026", "asin": "B07Q1P25SR", "price": "$33.99", "quantity": ""},
{"title": "Navigate 32 oz Insulated Stainless Steel Sports Water Bottle with Spout & Handle Lids,Wide Mouth Water Jug with Double Walled Leak Proof Keep Cold for 24 Hrs Hot for 12 Hrs,Black", "asin": "B0CDL2V8KX", "price": "$14.99", "quantity": ""},
{"title": "LifeStraw Go Series \u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 24oz Icelandic Blue", "asin": "B0BY3B1KP9", "price": "$47.96", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/White (Iced Tea)", "asin": "B0CZ7VBL5C", "price": "$20.50", "quantity": ""},
{"title": "Insulated Water Bottles,25 oz Double Wall Stainless Steel Vacumm Metal Flask for Sp...", "asin": "B0C3B62KLH", "price": "$11.82", "quantity": ""},
{"title": "DOMICARE 32 oz Insulated Water Bottle Bulk, Vacuum Insulated Stainless Steel Sports Water Bottle with Straw Lid & Spout Lid, Leakproof, Reusable - Travel, Camping, Bike, Green Gradient (8 Pack)", "asin": "B0CM94VJGW", "price": "$63.99", "quantity": ""},
{"title": "Silicone Boot for Owala Water Bottle 24 oz 32 oz 40 oz, Anti-Slip Protective Sleeve...", "asin": "B0D8J3J8F2", "price": "$6.99", "quantity": ""},
{"title": "40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...", "asin": "B0CQCS5329", "price": "$15.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)", "asin": "B0CZ7HX856", "price": "$23.97", "quantity": ""},
{"title": "YETI Rambler 46 oz Bottle, Vacuum Insulated, Leakproof, Stainless Steel with Chug Cap", "asin": "B08VF6K7VR", "price": "$44.00", "quantity": ""},
{"title": "asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \u2013 Lid Doubles as a Cup 14 Ounce (Blue)\u2026", "asin": "B07Q1P25SR", "price": "$33.99", "quantity": ""},
{"title": "VEGOND 40 oz Insulated Water Bottle Bulk Stainless Steel Metal Water Bottles with Leak Proof Straw Lid & Spout Lid, Wide Mouth Double Walled Vacuum Travel Sports Bottle, 4 Pack", "asin": "B0C9J73F7Z", "price": "$39.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Camo Cool", "asin": "B0BZY9JJRJ", "price": "$39.99"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool", "asin": "B0BZYC7N7X", "price": "$29.98"},
{"title": "YOUCOX\u00a0Silicone Boot for Owala Water Bottle 40 oz, Anti-Slip Protective Sleeve for FreeSip/Twist/Flip Stainless Steel Water Bottles, Bottom Cover for Owala Accessories, BPA Free, Dishwasher Safe", "asin": "B0D3XDLQXV", "price": "$6.99"},
{"title": "STANLEY\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac", "asin": "B0CT4BB651", "price": "$34.98"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "Hydro Flask\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school", "asin": "B0BG6NRL86", "price": "$28.98"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:20:13.944Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:20:13.944Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:20:13.944Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1093,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0BZY9JJRJ\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Camo Cool\"},\n{\"price\": \"$39.99\"},\n{\"bullet_list\": \"40-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"40 Ounces\"},\n{\"Color\": \"Beach House\"}],\n\"promotion_items\": [{\"title\": \"YETI Rambler 46 oz Bottle, Vacuum Insulated, Leakproof, Stainless Steel with Chug Cap\", \"asin\": \"B08VF6K7VR\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"Bambaw Stainless Steel Water Bottles 32 oz, Non-insulated Single Wall Metal Water Bottle Stainless Steel, Reusable & Eco Friendly, Dishwasher Safe \\u2013 Silver\", \"asin\": \"B07MBBP71L\", \"price\": \"$17.95\", \"quantity\": \"\"},\n{\"title\": \"asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \\u2013 Lid Doubles as a Cup 14 Ounce (Blue)\\u2026\", \"asin\": \"B07Q1P25SR\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Navigate 32 oz Insulated Stainless Steel Sports Water Bottle with Spout & Handle Lids,Wide Mouth Water Jug with Double Walled Leak Proof Keep Cold for 24 Hrs Hot for 12 Hrs,Black\", \"asin\": \"B0CDL2V8KX\", \"price\": \"$14.99\", \"quantity\": \"\"},\n{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 24oz Icelandic Blue\", \"asin\": \"B0BY3B1KP9\", \"price\": \"$47.96\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/White (Iced Tea)\", \"asin\": \"B0CZ7VBL5C\", \"price\": \"$20.50\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottles,25 oz Double Wall Stainless Steel Vacumm Metal Flask for Sp...\", \"asin\": \"B0C3B62KLH\", \"price\": \"$11.82\", \"quantity\": \"\"},\n{\"title\": \"DOMICARE 32 oz Insulated Water Bottle Bulk, Vacuum Insulated Stainless Steel Sports Water Bottle with Straw Lid & Spout Lid, Leakproof, Reusable - Travel, Camping, Bike, Green Gradient (8 Pack)\", \"asin\": \"B0CM94VJGW\", \"price\": \"$63.99\", \"quantity\": \"\"},\n{\"title\": \"Silicone Boot for Owala Water Bottle 24 oz 32 oz 40 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0D8J3J8F2\", \"price\": \"$6.99\", \"quantity\": \"\"},\n{\"title\": \"40 oz Insulated Water Bottle with 2-in-1 Straw and Spout Lid, Keep Cold 24H, Leak-P...\", \"asin\": \"B0CQCS5329\", \"price\": \"$15.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Black/Grey (Foggy Tide)\", \"asin\": \"B0CZ7HX856\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"YETI Rambler 46 oz Bottle, Vacuum Insulated, Leakproof, Stainless Steel with Chug Cap\", \"asin\": \"B08VF6K7VR\", \"price\": \"$44.00\", \"quantity\": \"\"},\n{\"title\": \"asobu Orb Stainless Steel Double Wall Insulated Travel Water Bottle \\u2013 Lid Doubles as a Cup 14 Ounce (Blue)\\u2026\", \"asin\": \"B07Q1P25SR\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 40 oz Insulated Water Bottle Bulk Stainless Steel Metal Water Bottles with Leak Proof Straw Lid & Spout Lid, Wide Mouth Double Walled Vacuum Travel Sports Bottle, 4 Pack\", \"asin\": \"B0C9J73F7Z\", \"price\": \"$39.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 40 oz, Camo Cool\", \"asin\": \"B0BZY9JJRJ\", \"price\": \"$39.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Camo Cool\", \"asin\": \"B0BZYC7N7X\", \"price\": \"$29.98\"},\n{\"title\": \"YOUCOX\\u00a0Silicone Boot for Owala Water Bottle 40 oz, Anti-Slip Protective Sleeve for FreeSip/Twist/Flip Stainless Steel Water Bottles, Bottom Cover for Owala Accessories, BPA Free, Dishwasher Safe\", \"asin\": \"B0D3XDLQXV\", \"price\": \"$6.99\"},\n{\"title\": \"STANLEY\\u00a0Stanley IceFlow Flip Straw Tumbler with Handle 30 oz | Twist On Lid and Flip Up Straw | Leak Resistant Water Bottle | Insulated Stainless Steel |BPA-Free | Lilac\", \"asin\": \"B0CT4BB651\", \"price\": \"$34.98\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0HYDRO FLASK Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable straw lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B0BG6NRL86\", \"price\": \"$28.98\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:20:13.944Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F354MWSL\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Beach House\"},\n{\"bullet_list\": \"32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_options\": [{\"Size\": \"32 Ounces\"},\n{\"Color\": \"Angel Food Cake\"}],\n\"promotion_items\": [{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 1L Aegan Sea\", \"asin\": \"B0BY3C6XPW\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 18-oz, Purple/Mint (Minty Horizons)\", \"asin\": \"B0DSWRQFKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)\", \"asin\": \"B0CZ7HWM7V\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"BLU All-in-ONE | Vacuum Insulated Stainless Steel Water Bottle Flask with a Filter (26oz) | Made in The USA | Removes 99.99% contaminants (Regular - Black)\", \"asin\": \"B0CBP7Q7NQ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Blockhuette Vacuum Insulated Stainless Steel Water Bottle I 34 oz I Wide Mouth Insulated Metal Bottle for Cold Drinks I BPA-Free I Perfect for Travel, School, Kids, Adults, Water Canteen\", \"asin\": \"B08KGPL2GR\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 17oz Stainless Steel Water Bottles Bulk, Reusable Metal Sports Water Bottle Keeps Drink Hot and Cold, BPA Free Double Wall Vacuum Cola Shape Insulated Water Bottles for Camping Gym, 4 Pack\", \"asin\": \"B0B659RZ39\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JARLSON kids water bottle with straw - CHARLI - insulated stainless steel water bottle - thermos - girls/boys (Unicorn 'Mosaic', 18 oz)\", \"asin\": \"B0BTPZ45VY\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"CamelBak Eddy+ Insulated Stainless Steel Water Bottle with Straw 20oz\", \"asin\": \"B0CKWHXNWP\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"ThermoFlask Kids Bottle with Straw Lid - Durable & Dishwasher-Safe Water Bottles & Lids - Leak-Proof Bottle Lid Design - Reusable Water Bottles for Everyday Use - 16 oz, Blueberry/Wolf Grey (2 Pack)\", \"asin\": \"B0B3GG7YCC\", \"price\": \"$36.00\", \"quantity\": \"\"},\n{\"title\": \"Simple Modern Water Bottle with Straw Lid | Vacuum Insulated Stainless Steel Metal Thermos | Reusable Leak Proof BPA-Free Flask for Sports Gym | Summit Collection | 30oz, Sweet Daisy on Blue\", \"asin\": \"B0DV6HL9Y1\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman\", \"asin\": \"B0CBCRC1RK\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"CamelBak eddy+ Kids Water Bottle with Straw, Insulated Stainless Steel - Leak-Proof when Closed\", \"asin\": \"B0CPFSQTKQ\", \"price\": \"$3297\", \"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\": \"2025-04-05T14:20:20.417Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:20:20.417Z
|
click
|
product_option
|
rule
|
train
| 1,094 |
2025-04-05T14:20:20.417Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0F354MWSL"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Beach House"},
{"bullet_list": "32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_options": [{"Size": "32 Ounces"},
{"Color": "Angel Food Cake"}],
"promotion_items": [{"title": "LifeStraw Go Series \u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 1L Aegan Sea", "asin": "B0BY3C6XPW", "price": "$47.00", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 18-oz, Purple/Mint (Minty Horizons)", "asin": "B0DSWRQFKY", "price": "$26.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)", "asin": "B0CZ7HWM7V", "price": "$23.97", "quantity": ""},
{"title": "BLU All-in-ONE | Vacuum Insulated Stainless Steel Water Bottle Flask with a Filter (26oz) | Made in The USA | Removes 99.99% contaminants (Regular - Black)", "asin": "B0CBP7Q7NQ", "price": "$59.95", "quantity": ""},
{"title": "Blockhuette Vacuum Insulated Stainless Steel Water Bottle I 34 oz I Wide Mouth Insulated Metal Bottle for Cold Drinks I BPA-Free I Perfect for Travel, School, Kids, Adults, Water Canteen", "asin": "B08KGPL2GR", "price": "$28.97", "quantity": ""},
{"title": "THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid", "asin": "B0CVKVHGQ6", "price": "$24.99", "quantity": ""},
{"title": "VEGOND 17oz Stainless Steel Water Bottles Bulk, Reusable Metal Sports Water Bottle Keeps Drink Hot and Cold, BPA Free Double Wall Vacuum Cola Shape Insulated Water Bottles for Camping Gym, 4 Pack", "asin": "B0B659RZ39", "price": "$36.99", "quantity": ""},
{"title": "JARLSON kids water bottle with straw - CHARLI - insulated stainless steel water bottle - thermos - girls/boys (Unicorn 'Mosaic', 18 oz)", "asin": "B0BTPZ45VY", "price": "$22.95", "quantity": ""},
{"title": "CamelBak Eddy+ Insulated Stainless Steel Water Bottle with Straw 20oz", "asin": "B0CKWHXNWP", "price": "$22.95", "quantity": ""},
{"title": "ThermoFlask Kids Bottle with Straw Lid - Durable & Dishwasher-Safe Water Bottles & Lids - Leak-Proof Bottle Lid Design - Reusable Water Bottles for Everyday Use - 16 oz, Blueberry/Wolf Grey (2 Pack)", "asin": "B0B3GG7YCC", "price": "$36.00", "quantity": ""},
{"title": "Simple Modern Water Bottle with Straw Lid | Vacuum Insulated Stainless Steel Metal Thermos | Reusable Leak Proof BPA-Free Flask for Sports Gym | Summit Collection | 30oz, Sweet Daisy on Blue", "asin": "B0DV6HL9Y1", "price": "$25.99", "quantity": ""},
{"title": "Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman", "asin": "B0CBCRC1RK", "price": "$34.98", "quantity": ""},
{"title": "CamelBak eddy+ Kids Water Bottle with Straw, Insulated Stainless Steel - Leak-Proof when Closed", "asin": "B0CPFSQTKQ", "price": "$3297", "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": "2025-04-05T14:20:20.417Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:20:20.417Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:20:20.417Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1094,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F354MWSL\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Beach House\"},\n{\"bullet_list\": \"32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_options\": [{\"Size\": \"32 Ounces\"},\n{\"Color\": \"Angel Food Cake\"}],\n\"promotion_items\": [{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 1L Aegan Sea\", \"asin\": \"B0BY3C6XPW\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 18-oz, Purple/Mint (Minty Horizons)\", \"asin\": \"B0DSWRQFKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)\", \"asin\": \"B0CZ7HWM7V\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"BLU All-in-ONE | Vacuum Insulated Stainless Steel Water Bottle Flask with a Filter (26oz) | Made in The USA | Removes 99.99% contaminants (Regular - Black)\", \"asin\": \"B0CBP7Q7NQ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Blockhuette Vacuum Insulated Stainless Steel Water Bottle I 34 oz I Wide Mouth Insulated Metal Bottle for Cold Drinks I BPA-Free I Perfect for Travel, School, Kids, Adults, Water Canteen\", \"asin\": \"B08KGPL2GR\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 17oz Stainless Steel Water Bottles Bulk, Reusable Metal Sports Water Bottle Keeps Drink Hot and Cold, BPA Free Double Wall Vacuum Cola Shape Insulated Water Bottles for Camping Gym, 4 Pack\", \"asin\": \"B0B659RZ39\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JARLSON kids water bottle with straw - CHARLI - insulated stainless steel water bottle - thermos - girls/boys (Unicorn 'Mosaic', 18 oz)\", \"asin\": \"B0BTPZ45VY\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"CamelBak Eddy+ Insulated Stainless Steel Water Bottle with Straw 20oz\", \"asin\": \"B0CKWHXNWP\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"ThermoFlask Kids Bottle with Straw Lid - Durable & Dishwasher-Safe Water Bottles & Lids - Leak-Proof Bottle Lid Design - Reusable Water Bottles for Everyday Use - 16 oz, Blueberry/Wolf Grey (2 Pack)\", \"asin\": \"B0B3GG7YCC\", \"price\": \"$36.00\", \"quantity\": \"\"},\n{\"title\": \"Simple Modern Water Bottle with Straw Lid | Vacuum Insulated Stainless Steel Metal Thermos | Reusable Leak Proof BPA-Free Flask for Sports Gym | Summit Collection | 30oz, Sweet Daisy on Blue\", \"asin\": \"B0DV6HL9Y1\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman\", \"asin\": \"B0CBCRC1RK\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"CamelBak eddy+ Kids Water Bottle with Straw, Insulated Stainless Steel - Leak-Proof when Closed\", \"asin\": \"B0CPFSQTKQ\", \"price\": \"$3297\", \"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\": \"2025-04-05T14:20:20.417Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F354MWSL\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Beach House\"},\n{\"bullet_list\": \"32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_options\": [{\"Size\": \"32 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 1L Aegan Sea\", \"asin\": \"B0BY3C6XPW\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 18-oz, Purple/Mint (Minty Horizons)\", \"asin\": \"B0DSWRQFKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)\", \"asin\": \"B0CZ7HWM7V\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"BLU All-in-ONE | Vacuum Insulated Stainless Steel Water Bottle Flask with a Filter (26oz) | Made in The USA | Removes 99.99% contaminants (Regular - Black)\", \"asin\": \"B0CBP7Q7NQ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Blockhuette Vacuum Insulated Stainless Steel Water Bottle I 34 oz I Wide Mouth Insulated Metal Bottle for Cold Drinks I BPA-Free I Perfect for Travel, School, Kids, Adults, Water Canteen\", \"asin\": \"B08KGPL2GR\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 17oz Stainless Steel Water Bottles Bulk, Reusable Metal Sports Water Bottle Keeps Drink Hot and Cold, BPA Free Double Wall Vacuum Cola Shape Insulated Water Bottles for Camping Gym, 4 Pack\", \"asin\": \"B0B659RZ39\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JARLSON kids water bottle with straw - CHARLI - insulated stainless steel water bottle - thermos - girls/boys (Unicorn 'Mosaic', 18 oz)\", \"asin\": \"B0BTPZ45VY\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"CamelBak Eddy+ Insulated Stainless Steel Water Bottle with Straw 20oz\", \"asin\": \"B0CKWHXNWP\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"ThermoFlask Kids Bottle with Straw Lid - Durable & Dishwasher-Safe Water Bottles & Lids - Leak-Proof Bottle Lid Design - Reusable Water Bottles for Everyday Use - 16 oz, Blueberry/Wolf Grey (2 Pack)\", \"asin\": \"B0B3GG7YCC\", \"price\": \"$36.00\", \"quantity\": \"\"},\n{\"title\": \"Simple Modern Water Bottle with Straw Lid | Vacuum Insulated Stainless Steel Metal Thermos | Reusable Leak Proof BPA-Free Flask for Sports Gym | Summit Collection | 30oz, Sweet Daisy on Blue\", \"asin\": \"B0DV6HL9Y1\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman\", \"asin\": \"B0CBCRC1RK\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"CamelBak eddy+ Kids Water Bottle with Straw, Insulated Stainless Steel - Leak-Proof when Closed\", \"asin\": \"B0CPFSQTKQ\", \"price\": \"$3297\", \"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\": \"2025-04-05T14:20:22.135Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:20:22.135Z
|
click
|
product_option
|
rule
|
train
| 1,095 |
2025-04-05T14:20:22.135Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0F354MWSL"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Beach House"},
{"bullet_list": "32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_options": [{"Size": "32 Ounces"},
{"Color": "Iced Breeze"}],
"promotion_items": [{"title": "LifeStraw Go Series \u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 1L Aegan Sea", "asin": "B0BY3C6XPW", "price": "$47.00", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 18-oz, Purple/Mint (Minty Horizons)", "asin": "B0DSWRQFKY", "price": "$26.99", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)", "asin": "B0CZ7HWM7V", "price": "$23.97", "quantity": ""},
{"title": "BLU All-in-ONE | Vacuum Insulated Stainless Steel Water Bottle Flask with a Filter (26oz) | Made in The USA | Removes 99.99% contaminants (Regular - Black)", "asin": "B0CBP7Q7NQ", "price": "$59.95", "quantity": ""},
{"title": "Blockhuette Vacuum Insulated Stainless Steel Water Bottle I 34 oz I Wide Mouth Insulated Metal Bottle for Cold Drinks I BPA-Free I Perfect for Travel, School, Kids, Adults, Water Canteen", "asin": "B08KGPL2GR", "price": "$28.97", "quantity": ""},
{"title": "THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid", "asin": "B0CVKVHGQ6", "price": "$24.99", "quantity": ""},
{"title": "VEGOND 17oz Stainless Steel Water Bottles Bulk, Reusable Metal Sports Water Bottle Keeps Drink Hot and Cold, BPA Free Double Wall Vacuum Cola Shape Insulated Water Bottles for Camping Gym, 4 Pack", "asin": "B0B659RZ39", "price": "$36.99", "quantity": ""},
{"title": "JARLSON kids water bottle with straw - CHARLI - insulated stainless steel water bottle - thermos - girls/boys (Unicorn 'Mosaic', 18 oz)", "asin": "B0BTPZ45VY", "price": "$22.95", "quantity": ""},
{"title": "CamelBak Eddy+ Insulated Stainless Steel Water Bottle with Straw 20oz", "asin": "B0CKWHXNWP", "price": "$22.95", "quantity": ""},
{"title": "ThermoFlask Kids Bottle with Straw Lid - Durable & Dishwasher-Safe Water Bottles & Lids - Leak-Proof Bottle Lid Design - Reusable Water Bottles for Everyday Use - 16 oz, Blueberry/Wolf Grey (2 Pack)", "asin": "B0B3GG7YCC", "price": "$36.00", "quantity": ""},
{"title": "Simple Modern Water Bottle with Straw Lid | Vacuum Insulated Stainless Steel Metal Thermos | Reusable Leak Proof BPA-Free Flask for Sports Gym | Summit Collection | 30oz, Sweet Daisy on Blue", "asin": "B0DV6HL9Y1", "price": "$25.99", "quantity": ""},
{"title": "Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman", "asin": "B0CBCRC1RK", "price": "$34.98", "quantity": ""},
{"title": "CamelBak eddy+ Kids Water Bottle with Straw, Insulated Stainless Steel - Leak-Proof when Closed", "asin": "B0CPFSQTKQ", "price": "$3297", "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": "2025-04-05T14:20:22.135Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:20:22.135Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:20:22.135Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1095,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0F354MWSL\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Beach House\"},\n{\"bullet_list\": \"32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_options\": [{\"Size\": \"32 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 1L Aegan Sea\", \"asin\": \"B0BY3C6XPW\", \"price\": \"$47.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 18-oz, Purple/Mint (Minty Horizons)\", \"asin\": \"B0DSWRQFKY\", \"price\": \"$26.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid and Straw, BPA Free, 24 oz, Grey/Purple (Bunny Hop)\", \"asin\": \"B0CZ7HWM7V\", \"price\": \"$23.97\", \"quantity\": \"\"},\n{\"title\": \"BLU All-in-ONE | Vacuum Insulated Stainless Steel Water Bottle Flask with a Filter (26oz) | Made in The USA | Removes 99.99% contaminants (Regular - Black)\", \"asin\": \"B0CBP7Q7NQ\", \"price\": \"$59.95\", \"quantity\": \"\"},\n{\"title\": \"Blockhuette Vacuum Insulated Stainless Steel Water Bottle I 34 oz I Wide Mouth Insulated Metal Bottle for Cold Drinks I BPA-Free I Perfect for Travel, School, Kids, Adults, Water Canteen\", \"asin\": \"B08KGPL2GR\", \"price\": \"$28.97\", \"quantity\": \"\"},\n{\"title\": \"THERMOS ICON SERIES Stainless Steel Water Bottle with Spout - 24 Ounce, Spruce - Vacuum Insulated Water Bottle with Lid\", \"asin\": \"B0CVKVHGQ6\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 17oz Stainless Steel Water Bottles Bulk, Reusable Metal Sports Water Bottle Keeps Drink Hot and Cold, BPA Free Double Wall Vacuum Cola Shape Insulated Water Bottles for Camping Gym, 4 Pack\", \"asin\": \"B0B659RZ39\", \"price\": \"$36.99\", \"quantity\": \"\"},\n{\"title\": \"JARLSON kids water bottle with straw - CHARLI - insulated stainless steel water bottle - thermos - girls/boys (Unicorn 'Mosaic', 18 oz)\", \"asin\": \"B0BTPZ45VY\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"CamelBak Eddy+ Insulated Stainless Steel Water Bottle with Straw 20oz\", \"asin\": \"B0CKWHXNWP\", \"price\": \"$22.95\", \"quantity\": \"\"},\n{\"title\": \"ThermoFlask Kids Bottle with Straw Lid - Durable & Dishwasher-Safe Water Bottles & Lids - Leak-Proof Bottle Lid Design - Reusable Water Bottles for Everyday Use - 16 oz, Blueberry/Wolf Grey (2 Pack)\", \"asin\": \"B0B3GG7YCC\", \"price\": \"$36.00\", \"quantity\": \"\"},\n{\"title\": \"Simple Modern Water Bottle with Straw Lid | Vacuum Insulated Stainless Steel Metal Thermos | Reusable Leak Proof BPA-Free Flask for Sports Gym | Summit Collection | 30oz, Sweet Daisy on Blue\", \"asin\": \"B0DV6HL9Y1\", \"price\": \"$25.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Marvel FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Spiderman\", \"asin\": \"B0CBCRC1RK\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"CamelBak eddy+ Kids Water Bottle with Straw, Insulated Stainless Steel - Leak-Proof when Closed\", \"asin\": \"B0CPFSQTKQ\", \"price\": \"$3297\", \"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\": \"2025-04-05T14:20:22.135Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59F7Y8J\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\"},\n{\"price\": \"$34.98\"},\n{\"bullet_list\": \"32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Gray (Foggy Tide)\", \"asin\": \"B0CFNQRML7\", \"price\": \"$30.30\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 32 oz Insulated Water Bottle Bulk Stainless Steel Metal Water Bottles with Leak Proof Straw Lid & Spout Lid, Wide Mouth Double Walled Vacuum Travel Sports Bottle, 8 Pack\", \"asin\": \"B0C9J8ZYXY\", \"price\": \"$66.99\", \"quantity\": \"\"},\n{\"title\": \"DOMICARE 32 oz Insulated Water Bottle Bulk, Vacuum Insulated Stainless Steel Sports Water Bottle with Straw Lid & Spout Lid, Leakproof, Reusable - Travel, Bike, Black White Gradient (8 Pack)\", \"asin\": \"B0CKP3T9TD\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Vacuum Insulated Stainless Steel Water Bottle with Straw Lid, 32 oz White Sports Wa...\", \"asin\": \"B0B28ZPR4P\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 24oz Icelandic Blue\", \"asin\": \"B0BY3B1KP9\", \"price\": \"$47.96\", \"quantity\": \"\"},\n{\"title\": \"64 oz Water Bottle Insulated with Straw & 3 Lids, Coolflask Large Metal Stainless Steel Water Jug Big Half Gallon Wide Mouth for Sports, Gym or Office, Non-BPA Keep Cold 48H Hot 24H, Magic Black\", \"asin\": \"B091DXH1J2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"National Parks Water Bottle with Stickers Kit, Erikas Chesonis Collaboration, Adven...\", \"asin\": \"B0D1L9W52K\", \"price\": \"$38.95\", \"quantity\": \"\"},\n{\"title\": \"Affute Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve for FreeSip/Twist/Flip Water Bottles, BPA Free, Bottom Bumper Cover Protects Water Bottles from Scratches\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 32oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, High Tide\", \"asin\": \"B0DPNKR2Z5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"VQRRCKI 32 Oz Insulated Water Bottle Bulk 8 Pack, Stainless Steel Sports Water Bottles with Straw Lid & Wide Mouth Lids, Double Walled Vacuum, Leak Proof, Blue Black Gradient\", \"asin\": \"B0CSFKYX44\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"DOMICARE 32 oz Insulated Water Bottle Bulk, Vacuum Insulated Stainless Steel Sports Water Bottle with Straw Lid & Spout Lid, Leakproof, Reusable - Travel, Camping, Bike, White (4 Pack)\", \"asin\": \"B0CKP3Y6VJ\", \"price\": \"$29.11\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Gray (Foggy Tide)\", \"asin\": \"B0CFNQRML7\", \"price\": \"$30.30\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 32 oz Insulated Water Bottle Bulk Stainless Steel Metal Water Bottles with Leak Proof Straw Lid & Spout Lid, Wide Mouth Double Walled Vacuum Travel Sports Bottle, 8 Pack\", \"asin\": \"B0C9HZW12G\", \"price\": \"$66.99\", \"quantity\": \"\"},\n{\"title\": \"Vacuum Insulated Stainless Steel Water Bottle with Straw Lid, 32 oz White Sports Water Bottle for Hiking with Wide Mouth, Double Walled Reusable Leak Proof Water Bottle Kids BPA Free\", \"asin\": \"B0B28ZPR4P\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Sports Insulated Water Bottle With Straw And Sticker For Kids, Men And Women,Reusable Stainless Steel Metal Water Bottles,32 Oz (Rice White)\", \"asin\": \"B0DL3C1YS2\", \"price\": \"$29.99\"},\n{\"title\": \"KEWIXY\\u00a032 oz Insulated Water Bottle with Straw, Bow Water Bottle Stainless Steel with Flip Straw and Handle, Leak Proof, Metal, Reusable, Wide Mouth, for Travel, Gym and School (Breeze Blue Bow)\", \"asin\": \"B0DLNC3XCK\", \"price\": \"$20.99\"},\n{\"title\": \"FIFTEEN\\u00a032oz Insulated Stainless Steel Water Bottle \\u2013 Leakproof & BPA-Free, Flip Straw & Handle Lid, Double Wall Vacuum Flask for Hot & Cold Drinks \\u2013 Ideal for Gym, Travel, Office (Azure)\", \"asin\": \"B0DKP5DM3W\", \"price\": \"$17.99\"},\n{\"title\": \"LUCKINEE\\u00a02Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 40oz Protective Silicone Bottom Base Bumper for Owala Flask Water Bottle BPA Free, Anti-Slip\", \"asin\": \"B0D4Y9B8N7\", \"price\": \"$6.65\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:21:31.538Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:21:31.538Z
|
click
|
product_option
|
rule
|
train
| 1,096 |
2025-04-05T14:21:31.538Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0C59F7Y8J"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze"},
{"price": "$34.98"},
{"bullet_list": "32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Iced Breeze"}],
"promotion_items": [{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Gray (Foggy Tide)", "asin": "B0CFNQRML7", "price": "$30.30", "quantity": ""},
{"title": "VEGOND 32 oz Insulated Water Bottle Bulk Stainless Steel Metal Water Bottles with Leak Proof Straw Lid & Spout Lid, Wide Mouth Double Walled Vacuum Travel Sports Bottle, 8 Pack", "asin": "B0C9J8ZYXY", "price": "$66.99", "quantity": ""},
{"title": "DOMICARE 32 oz Insulated Water Bottle Bulk, Vacuum Insulated Stainless Steel Sports Water Bottle with Straw Lid & Spout Lid, Leakproof, Reusable - Travel, Bike, Black White Gradient (8 Pack)", "asin": "B0CKP3T9TD", "price": "$65.99", "quantity": ""},
{"title": "Vacuum Insulated Stainless Steel Water Bottle with Straw Lid, 32 oz White Sports Wa...", "asin": "B0B28ZPR4P", "price": "$26.95", "quantity": ""},
{"title": "LifeStraw Go Series \u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 24oz Icelandic Blue", "asin": "B0BY3B1KP9", "price": "$47.96", "quantity": ""},
{"title": "64 oz Water Bottle Insulated with Straw & 3 Lids, Coolflask Large Metal Stainless Steel Water Jug Big Half Gallon Wide Mouth for Sports, Gym or Office, Non-BPA Keep Cold 48H Hot 24H, Magic Black", "asin": "B091DXH1J2", "price": "$29.99", "quantity": ""},
{"title": "National Parks Water Bottle with Stickers Kit, Erikas Chesonis Collaboration, Adven...", "asin": "B0D1L9W52K", "price": "$38.95", "quantity": ""},
{"title": "Affute Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve for FreeSip/Twist/Flip Water Bottles, BPA Free, Bottom Bumper Cover Protects Water Bottles from Scratches", "asin": "B0DFCGLH19", "price": "$5.68", "quantity": ""},
{"title": "ZULU Powerfill Pro 32oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, High Tide", "asin": "B0DPNKR2Z5", "price": "$29.99", "quantity": ""},
{"title": "VQRRCKI 32 Oz Insulated Water Bottle Bulk 8 Pack, Stainless Steel Sports Water Bottles with Straw Lid & Wide Mouth Lids, Double Walled Vacuum, Leak Proof, Blue Black Gradient", "asin": "B0CSFKYX44", "price": "$69.99", "quantity": ""},
{"title": "DOMICARE 32 oz Insulated Water Bottle Bulk, Vacuum Insulated Stainless Steel Sports Water Bottle with Straw Lid & Spout Lid, Leakproof, Reusable - Travel, Camping, Bike, White (4 Pack)", "asin": "B0CKP3Y6VJ", "price": "$29.11", "quantity": ""},
{"title": "Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Gray (Foggy Tide)", "asin": "B0CFNQRML7", "price": "$30.30", "quantity": ""},
{"title": "VEGOND 32 oz Insulated Water Bottle Bulk Stainless Steel Metal Water Bottles with Leak Proof Straw Lid & Spout Lid, Wide Mouth Double Walled Vacuum Travel Sports Bottle, 8 Pack", "asin": "B0C9HZW12G", "price": "$66.99", "quantity": ""},
{"title": "Vacuum Insulated Stainless Steel Water Bottle with Straw Lid, 32 oz White Sports Water Bottle for Hiking with Wide Mouth, Double Walled Reusable Leak Proof Water Bottle Kids BPA Free", "asin": "B0B28ZPR4P", "price": "$26.95", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze", "asin": "B0C59F7Y8J", "price": "$34.98"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99"},
{"title": "NebkDask\u00a0Nebkdask Sports Insulated Water Bottle With Straw And Sticker For Kids, Men And Women,Reusable Stainless Steel Metal Water Bottles,32 Oz (Rice White)", "asin": "B0DL3C1YS2", "price": "$29.99"},
{"title": "KEWIXY\u00a032 oz Insulated Water Bottle with Straw, Bow Water Bottle Stainless Steel with Flip Straw and Handle, Leak Proof, Metal, Reusable, Wide Mouth, for Travel, Gym and School (Breeze Blue Bow)", "asin": "B0DLNC3XCK", "price": "$20.99"},
{"title": "FIFTEEN\u00a032oz Insulated Stainless Steel Water Bottle \u2013 Leakproof & BPA-Free, Flip Straw & Handle Lid, Double Wall Vacuum Flask for Hot & Cold Drinks \u2013 Ideal for Gym, Travel, Office (Azure)", "asin": "B0DKP5DM3W", "price": "$17.99"},
{"title": "LUCKINEE\u00a02Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 40oz Protective Silicone Bottom Base Bumper for Owala Flask Water Bottle BPA Free, Anti-Slip", "asin": "B0D4Y9B8N7", "price": "$6.65"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:21:31.538Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:21:31.538Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:21:31.538Z\",\"action\": \"click\",\"acion_argument\": \"product_option\",}</answer>",
"index": 1096,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59F7Y8J\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\"},\n{\"price\": \"$34.98\"},\n{\"bullet_list\": \"32-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice BPA and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Gray (Foggy Tide)\", \"asin\": \"B0CFNQRML7\", \"price\": \"$30.30\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 32 oz Insulated Water Bottle Bulk Stainless Steel Metal Water Bottles with Leak Proof Straw Lid & Spout Lid, Wide Mouth Double Walled Vacuum Travel Sports Bottle, 8 Pack\", \"asin\": \"B0C9J8ZYXY\", \"price\": \"$66.99\", \"quantity\": \"\"},\n{\"title\": \"DOMICARE 32 oz Insulated Water Bottle Bulk, Vacuum Insulated Stainless Steel Sports Water Bottle with Straw Lid & Spout Lid, Leakproof, Reusable - Travel, Bike, Black White Gradient (8 Pack)\", \"asin\": \"B0CKP3T9TD\", \"price\": \"$65.99\", \"quantity\": \"\"},\n{\"title\": \"Vacuum Insulated Stainless Steel Water Bottle with Straw Lid, 32 oz White Sports Wa...\", \"asin\": \"B0B28ZPR4P\", \"price\": \"$26.95\", \"quantity\": \"\"},\n{\"title\": \"LifeStraw Go Series \\u2014 Insulated Stainless Steel Water Filter Bottle for Travel and Everyday Use Removes Bacteria, Parasites and Microplastics, Improves Taste, 24oz Icelandic Blue\", \"asin\": \"B0BY3B1KP9\", \"price\": \"$47.96\", \"quantity\": \"\"},\n{\"title\": \"64 oz Water Bottle Insulated with Straw & 3 Lids, Coolflask Large Metal Stainless Steel Water Jug Big Half Gallon Wide Mouth for Sports, Gym or Office, Non-BPA Keep Cold 48H Hot 24H, Magic Black\", \"asin\": \"B091DXH1J2\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"National Parks Water Bottle with Stickers Kit, Erikas Chesonis Collaboration, Adven...\", \"asin\": \"B0D1L9W52K\", \"price\": \"$38.95\", \"quantity\": \"\"},\n{\"title\": \"Affute Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve for FreeSip/Twist/Flip Water Bottles, BPA Free, Bottom Bumper Cover Protects Water Bottles from Scratches\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"ZULU Powerfill Pro 32oz Stainless Steel Water Bottle with Quick Fill Lid, Triple Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip and Chug, Reusable BPA Free, High Tide\", \"asin\": \"B0DPNKR2Z5\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"VQRRCKI 32 Oz Insulated Water Bottle Bulk 8 Pack, Stainless Steel Sports Water Bottles with Straw Lid & Wide Mouth Lids, Double Walled Vacuum, Leak Proof, Blue Black Gradient\", \"asin\": \"B0CSFKYX44\", \"price\": \"$69.99\", \"quantity\": \"\"},\n{\"title\": \"DOMICARE 32 oz Insulated Water Bottle Bulk, Vacuum Insulated Stainless Steel Sports Water Bottle with Straw Lid & Spout Lid, Leakproof, Reusable - Travel, Camping, Bike, White (4 Pack)\", \"asin\": \"B0CKP3Y6VJ\", \"price\": \"$29.11\", \"quantity\": \"\"},\n{\"title\": \"Owala Stainless Steel Triple Layer Insulated Travel Tumbler with Spill Resistant Lid, Straw, and Carry Handle, BPA Free, 40 oz, Gray (Foggy Tide)\", \"asin\": \"B0CFNQRML7\", \"price\": \"$30.30\", \"quantity\": \"\"},\n{\"title\": \"VEGOND 32 oz Insulated Water Bottle Bulk Stainless Steel Metal Water Bottles with Leak Proof Straw Lid & Spout Lid, Wide Mouth Double Walled Vacuum Travel Sports Bottle, 8 Pack\", \"asin\": \"B0C9HZW12G\", \"price\": \"$66.99\", \"quantity\": \"\"},\n{\"title\": \"Vacuum Insulated Stainless Steel Water Bottle with Straw Lid, 32 oz White Sports Water Bottle for Hiking with Wide Mouth, Double Walled Reusable Leak Proof Water Bottle Kids BPA Free\", \"asin\": \"B0B28ZPR4P\", \"price\": \"$26.95\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Sports Insulated Water Bottle With Straw And Sticker For Kids, Men And Women,Reusable Stainless Steel Metal Water Bottles,32 Oz (Rice White)\", \"asin\": \"B0DL3C1YS2\", \"price\": \"$29.99\"},\n{\"title\": \"KEWIXY\\u00a032 oz Insulated Water Bottle with Straw, Bow Water Bottle Stainless Steel with Flip Straw and Handle, Leak Proof, Metal, Reusable, Wide Mouth, for Travel, Gym and School (Breeze Blue Bow)\", \"asin\": \"B0DLNC3XCK\", \"price\": \"$20.99\"},\n{\"title\": \"FIFTEEN\\u00a032oz Insulated Stainless Steel Water Bottle \\u2013 Leakproof & BPA-Free, Flip Straw & Handle Lid, Double Wall Vacuum Flask for Hot & Cold Drinks \\u2013 Ideal for Gym, Travel, Office (Azure)\", \"asin\": \"B0DKP5DM3W\", \"price\": \"$17.99\"},\n{\"title\": \"LUCKINEE\\u00a02Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 40oz Protective Silicone Bottom Base Bumper for Owala Flask Water Bottle BPA Free, Anti-Slip\", \"asin\": \"B0D4Y9B8N7\", \"price\": \"$6.65\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:21:31.538Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Takeya Actives Water Bottle with Straw Lid - Durable & Easy-Care Water Bottle with Stainless Steel Insulation - BPA-Free Lid with Carry Handle & Straw - Dishwasher-Safe - 32 oz, Honeycomb\", \"asin\": \"B0CSM4VT7R\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Stronger Than You Think\", \"asin\": \"B0B3JTCCG9\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Boba Fest\", \"asin\": \"B0B3JTQZX7\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue\", \"asin\": \"B0B1W1F4CY\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.82\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:22:06.442Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:22:06.442Z
|
click
|
nav_bar
|
rule
|
train
| 1,097 |
2025-04-05T14:22:06.442Z
|
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": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
<|action_end|>
<|observation_start|>
Your context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.
"search_term": [{"term": ""}],
"cart_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99", "quantity": "1"}],
"product_details": [{"asin": "B0C59CLN29"},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze"},
{"price": "$27.99"},
{"bullet_list": "24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids"}],
"product_quantity": [{"quantity": "1"}],
"product_options": [{"Size": "24 Ounces"},
{"Color": "Iced Breeze"}],
"promotion_items": [{"title": "Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...", "asin": "B0DFCGLH19", "price": "$5.68", "quantity": ""},
{"title": "2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...", "asin": "B0D4YB2FQF", "price": "$8.71", "quantity": ""},
{"title": "Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue", "asin": "B0DMT1T17N", "price": "$39.95", "quantity": ""},
{"title": "Takeya Actives Water Bottle with Straw Lid - Durable & Easy-Care Water Bottle with Stainless Steel Insulation - BPA-Free Lid with Carry Handle & Straw - Dishwasher-Safe - 32 oz, Honeycomb", "asin": "B0CSM4VT7R", "price": "$34.99", "quantity": ""},
{"title": "Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...", "asin": "B0DK1DDCMY", "price": "$38.99", "quantity": ""},
{"title": "Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)", "asin": "B0CBCTLCYT", "price": "$22.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Stronger Than You Think", "asin": "B0B3JTCCG9", "price": "$34.99", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,", "asin": "B0BL8N9X1Z", "price": "$47.99", "quantity": ""},
{"title": "Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Boba Fest", "asin": "B0B3JTQZX7", "price": "$34.98", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)", "asin": "B0CZ7K936R", "price": "$29.99", "quantity": ""},
{"title": "Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue", "asin": "B0B1W1F4CY", "price": "$6.99", "quantity": ""}],
"comparison_items": [{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "price": "$27.99"},
{"title": "Owala\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze", "asin": "B0C59F7Y8J", "price": "$34.98"},
{"title": "Owala\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated", "asin": "B0CW9GZ534", "price": "$48.90"},
{"title": "NebkDask\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White", "asin": "B0DL3D9945", "price": "$24.99"},
{"title": "Ello\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz", "asin": "B0CPLC5TGT", "price": "$26.99"},
{"title": "Hydro Flask\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school", "asin": "B07YXLTQYG", "price": "$19.82"}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:22:06.442Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:22:06.442Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:22:06.442Z\",\"action\": \"click\",\"acion_argument\": \"nav_bar\",}</answer>",
"index": 1097,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n<|action_end|>\n\n<|observation_start|>\nYour context will be the JSON string containing page metadata of the Amazon page you are looking at. This Amazon page is the context you observed after performing your last action.\n\"search_term\": [{\"term\": \"\"}],\n\"cart_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\", \"quantity\": \"1\"}],\n\"product_details\": [{\"asin\": \"B0C59CLN29\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\"},\n{\"price\": \"$27.99\"},\n{\"bullet_list\": \"24-ounce insulated stainless-steel water bottle with a FreeSip spout and push-button lid with lock Patented FreeSip spout designed for either sipping upright through the built-in straw or tilting back to swig from the spout opening Protective push-to-open lid keeps spout clean; convenient carry loop doubles as a lock Double-wall insulation keeps drinks cold for up to 24 hours; wide opening for cleaning and adding ice; cup holder-friendly base BPA, lead, and phthalate-free; hand wash cup, dishwasher-safe lid; not for use with hot liquids\"}],\n\"product_quantity\": [{\"quantity\": \"1\"}],\n\"product_options\": [{\"Size\": \"24 Ounces\"},\n{\"Color\": \"Iced Breeze\"}],\n\"promotion_items\": [{\"title\": \"Silicone Boot for Owala Water Bottle 40 oz 32 oz 24 oz, Anti-Slip Protective Sleeve...\", \"asin\": \"B0DFCGLH19\", \"price\": \"$5.68\", \"quantity\": \"\"},\n{\"title\": \"2Pcs Silicone Boot Sleeve for Owala Water Bottle FreeSip Twist and Flip 24oz 32oz 4...\", \"asin\": \"B0D4YB2FQF\", \"price\": \"$8.71\", \"quantity\": \"\"},\n{\"title\": \"Frank Green - Ceramic Reusable Bottle - Stainless Steel Water Bottle With Straw, Insulated Water Bottle, Metal Water Bottle - Flip Straw Lid - 20oz - Sky Blue\", \"asin\": \"B0DMT1T17N\", \"price\": \"$39.95\", \"quantity\": \"\"},\n{\"title\": \"Takeya Actives Water Bottle with Straw Lid - Durable & Easy-Care Water Bottle with Stainless Steel Insulation - BPA-Free Lid with Carry Handle & Straw - Dishwasher-Safe - 32 oz, Honeycomb\", \"asin\": \"B0CSM4VT7R\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Insulated Water Bottle with Straw Lid, handle,Straw & Screw Top,33oz,Stainless Stee...\", \"asin\": \"B0DK1DDCMY\", \"price\": \"$38.99\", \"quantity\": \"\"},\n{\"title\": \"Owala SmoothSip Insulated Stainless Steel Coffee Tumbler, Reusable Iced Coffee Cup, Hot Coffee Travel Mug, BPA Free, 20 oz, Pink (Watermelon Breeze)\", \"asin\": \"B0CBCTLCYT\", \"price\": \"$22.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Stronger Than You Think\", \"asin\": \"B0B3JTCCG9\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce,\", \"asin\": \"B0BL8N9X1Z\", \"price\": \"$47.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Star Wars FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free Sports Water Bottle, 24 oz, Boba Fest\", \"asin\": \"B0B3JTQZX7\", \"price\": \"$34.98\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala Silicone Water Bottle Boot, Anti-Slip Protective Sleeve for Water Bottle, Protects FreeSip or Flip Stainless Steel Water Bottles, 24 Oz, Blue\", \"asin\": \"B0B1W1F4CY\", \"price\": \"$6.99\", \"quantity\": \"\"}],\n\"comparison_items\": [{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"price\": \"$27.99\"},\n{\"title\": \"Owala\\u00a0FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 32 oz, Iced Breeze\", \"asin\": \"B0C59F7Y8J\", \"price\": \"$34.98\"},\n{\"title\": \"Owala\\u00a0Flip Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-Ounce, Candy Coated\", \"asin\": \"B0CW9GZ534\", \"price\": \"$48.90\"},\n{\"title\": \"NebkDask\\u00a0Nebkdask Stainless Steel Water Bottle,Insulated Bottle With Straw And Sticker,Sports Water Bottle For Fitness,Leakproof, 24 Oz,White\", \"asin\": \"B0DL3D9945\", \"price\": \"$24.99\"},\n{\"title\": \"Ello\\u00a0Pop & Fill Stainless Steel Water Bottle with Quick Fill Technology, Double Walled Vacuum Insulated Metal, Leak Proof Locking Lid, Sip & Chug, BPA Free, Holiday Gift for Him Her, 22oz, 32oz, 40oz\", \"asin\": \"B0CPLC5TGT\", \"price\": \"$26.99\"},\n{\"title\": \"Hydro Flask\\u00a0Wide Mouth vacuum insulated stainless steel water bottle with leakproof closeable lid for cold water drinks, sports, travel, car and school\", \"asin\": \"B07YXLTQYG\", \"price\": \"$19.82\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:22:06.442Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"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\": \"Jonathan Green (10323) Black Beauty Ultra Grass Seed - Cool Season Lawn Seed (25 lb)\", \"asin\": \"B003AYWG46\", \"price\": \"$107.91\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 40V 16\\\" Cordless (Push) Lawn Mower (75+ Compatible Tools), 4.0Ah Battery and Charger Included\", \"asin\": \"B00BBQVL5U\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Grass Seed Drought Tolerant Mix, Kentucky Bluegrass and Tall Fescue Grass Seed Mix, Covers up to 5,000 sq. ft., 10 lb.\", \"asin\": \"B0DNRGGDD9\", \"price\": \"$55.35\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ Electric Riding Lawn Mower, 42\\\" Deck with Zero Turn Radius, Includes (4) 56V 12.0Ah Batteries and Charger - ZT4205S\", \"asin\": \"B0BS1TGKH1\", \"price\": \"$4,998.98\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Bundle for Small, Northern Lawns and a Scotts Turf Builder EdgeGuard Mini Broadcast Spreader for Seamless Application\", \"asin\": \"B0DYWQ33KQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch & Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 20 lbs.\", \"asin\": \"B0168K96FK\", \"price\": \"$59.87\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Sun & Shade Mix with Fertilizer and Soil Improver, Thrives in Many Conditions, 5.6 lbs.\", \"asin\": \"B0B72GKJM5\", \"price\": \"$23.77\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Sol de Janeiro Hair & Body Perfume Mist\", \"asin\": \"B09W18N3GT\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"LANEIGE Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter\", \"asin\": \"B07DY2QRF6\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Tropical\", \"asin\": \"B0CV1F1W7K\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Green/White (Iced Breeze)\", \"asin\": \"B0CZ7JD8CW\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Zenbo 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Friendly | Gifts for Mom\", \"asin\": \"471f0b76\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"24 Ounces\"}, {\"Color\": \"Iced Breeze\"}]}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.99\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"options\": []},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:22:19.296Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-05T14:22:19.296Z
|
purchase
|
B0C59CLN29
|
rule
|
train
| 1,098 |
2025-04-05T14:22:19.296Z
|
purchase
|
B0C59CLN29
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|memory_end|>
<|action_start|>
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "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": "Jonathan Green (10323) Black Beauty Ultra Grass Seed - Cool Season Lawn Seed (25 lb)", "asin": "B003AYWG46", "price": "$107.91", "quantity": ""},
{"title": "Greenworks 40V 16\" Cordless (Push) Lawn Mower (75+ Compatible Tools), 4.0Ah Battery and Charger Included", "asin": "B00BBQVL5U", "price": "$209.99", "quantity": ""},
{"title": "Scotts Grass Seed Drought Tolerant Mix, Kentucky Bluegrass and Tall Fescue Grass Seed Mix, Covers up to 5,000 sq. ft., 10 lb.", "asin": "B0DNRGGDD9", "price": "$55.35", "quantity": ""},
{"title": "EGO Power+ Electric Riding Lawn Mower, 42\" Deck with Zero Turn Radius, Includes (4) 56V 12.0Ah Batteries and Charger - ZT4205S", "asin": "B0BS1TGKH1", "price": "$4,998.98", "quantity": ""},
{"title": "Scotts Turf Builder Bundle for Small, Northern Lawns and a Scotts Turf Builder EdgeGuard Mini Broadcast Spreader for Seamless Application", "asin": "B0DYWQ33KQ", "price": "$149.99", "quantity": ""},
{"title": "Scotts EZ Seed Patch & Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 20 lbs.", "asin": "B0168K96FK", "price": "$59.87", "quantity": ""},
{"title": "Scotts Turf Builder Grass Seed Sun & Shade Mix with Fertilizer and Soil Improver, Thrives in Many Conditions, 5.6 lbs.", "asin": "B0B72GKJM5", "price": "$23.77", "quantity": ""},
{"title": "EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System", "asin": "B07TWB3RH5", "price": "$219.00", "quantity": ""},
{"title": "Sol de Janeiro Hair & Body Perfume Mist", "asin": "B09W18N3GT", "price": "$25.00", "quantity": ""},
{"title": "LANEIGE Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter", "asin": "B07DY2QRF6", "price": "$19.00", "quantity": ""},
{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Tropical", "asin": "B0CV1F1W7K", "price": "$27.99", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)", "asin": "B0CZ7K936R", "price": "$29.99", "quantity": ""},
{"title": "Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Green/White (Iced Breeze)", "asin": "B0CZ7JD8CW", "price": "$29.98", "quantity": ""},
{"title": "Zenbo 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Friendly | Gifts for Mom", "asin": "471f0b76", "price": "$9.99", "quantity": ""}],
"active_items": [{"title": "Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze", "asin": "B0C59CLN29", "delivery": "Same-Day FREE delivery Today 2\u202fPM - 6\u202fPM FREE Returns", "quantity": "1", "selected": true, "options": [{"Size": "24 Ounces"}, {"Color": "Iced Breeze"}]}],
"saved_items": [{"title": "Risk Assessment and Decision Analysis with Bayesian Networks", "asin": "1138035114", "price": "$63.99", "options": []},
{"title": "Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\"x142\")", "asin": "B0BTDG6VYM", "options": []},
{"title": "Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More", "asin": "B000N8MUR0", "options": [{"Size": "8 Ounce Pouch"}]},
{"title": "Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels", "asin": "B004R61NCW", "options": [{"Size": "240 Count (Pack of 1)"}]},
{"asin": "B004R61NCW", "options": []},
{"title": "Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong", "asin": "B084P7XJR8", "options": []},
{"title": "Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games", "asin": "B07JZFN8WS", "options": []},
{"title": "AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler", "asin": "B08166SLDF", "options": []},
{"title": "Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B", "asin": "B08GLX7TNT", "options": []}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-05T14:22:19.296Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or 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\": \"2025-04-05T14:22:19.296Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C59CLN29\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-05T14:22:19.296Z\",\"action\": \"purchase\",\"acion_argument\": \"B0C59CLN29\",}</answer>",
"index": 1098,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n<|memory_end|>\n\n<|action_start|>\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"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\": \"Jonathan Green (10323) Black Beauty Ultra Grass Seed - Cool Season Lawn Seed (25 lb)\", \"asin\": \"B003AYWG46\", \"price\": \"$107.91\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 40V 16\\\" Cordless (Push) Lawn Mower (75+ Compatible Tools), 4.0Ah Battery and Charger Included\", \"asin\": \"B00BBQVL5U\", \"price\": \"$209.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts Grass Seed Drought Tolerant Mix, Kentucky Bluegrass and Tall Fescue Grass Seed Mix, Covers up to 5,000 sq. ft., 10 lb.\", \"asin\": \"B0DNRGGDD9\", \"price\": \"$55.35\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ Electric Riding Lawn Mower, 42\\\" Deck with Zero Turn Radius, Includes (4) 56V 12.0Ah Batteries and Charger - ZT4205S\", \"asin\": \"B0BS1TGKH1\", \"price\": \"$4,998.98\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Bundle for Small, Northern Lawns and a Scotts Turf Builder EdgeGuard Mini Broadcast Spreader for Seamless Application\", \"asin\": \"B0DYWQ33KQ\", \"price\": \"$149.99\", \"quantity\": \"\"},\n{\"title\": \"Scotts EZ Seed Patch & Repair for Sun and Shade Combination Mulch, Sun and Shade Grass Seed and Fertilizer for Bare Spots and Repair, Grows Anywhere, 20 lbs.\", \"asin\": \"B0168K96FK\", \"price\": \"$59.87\", \"quantity\": \"\"},\n{\"title\": \"Scotts Turf Builder Grass Seed Sun & Shade Mix with Fertilizer and Soil Improver, Thrives in Many Conditions, 5.6 lbs.\", \"asin\": \"B0B72GKJM5\", \"price\": \"$23.77\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ CTA9500 9.5-inch Cultivator Attachment for EGO 56-Volt Lithium-ion Multi Head System\", \"asin\": \"B07TWB3RH5\", \"price\": \"$219.00\", \"quantity\": \"\"},\n{\"title\": \"Sol de Janeiro Hair & Body Perfume Mist\", \"asin\": \"B09W18N3GT\", \"price\": \"$25.00\", \"quantity\": \"\"},\n{\"title\": \"LANEIGE Lip Glowy Balm: Hydrate, Glossy, Lightweight, Moisturize & Tint with Shea Butter\", \"asin\": \"B07DY2QRF6\", \"price\": \"$19.00\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Tropical\", \"asin\": \"B0CV1F1W7K\", \"price\": \"$27.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Pink/Purple (Dreamy Field)\", \"asin\": \"B0CZ7K936R\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Owala FreeSip Twist Insulated Stainless Steel Water Bottle with Straw for Sports and Travel, BPA-Free, 24-oz, Green/White (Iced Breeze)\", \"asin\": \"B0CZ7JD8CW\", \"price\": \"$29.98\", \"quantity\": \"\"},\n{\"title\": \"Zenbo 40 oz Tumbler with Handle and Straw Lid | Insulated Cup Reusable Stainless Steel Water Bottle Travel Mug Cupholder Friendly | Gifts for Mom\", \"asin\": \"471f0b76\", \"price\": \"$9.99\", \"quantity\": \"\"}],\n\"active_items\": [{\"title\": \"Owala FreeSip Insulated Stainless Steel Water Bottle with Straw for Sports, Travel, and School BPA-Free Sports Water Bottle, 24 oz, Iced Breeze\", \"asin\": \"B0C59CLN29\", \"delivery\": \"Same-Day FREE delivery Today 2\\u202fPM - 6\\u202fPM FREE Returns\", \"quantity\": \"1\", \"selected\": true, \"options\": [{\"Size\": \"24 Ounces\"}, {\"Color\": \"Iced Breeze\"}]}],\n\"saved_items\": [{\"title\": \"Risk Assessment and Decision Analysis with Bayesian Networks\", \"asin\": \"1138035114\", \"price\": \"$63.99\", \"options\": []},\n{\"title\": \"Arched Front Door Canopy Window Door Awning Canopy Outdoor Polycarbonate Cover Front Door Outdoor Patio Awning Canopy Uv Rain Snow Protection,Porch Gazebo Garden Shelter (16\\\"x142\\\")\", \"asin\": \"B0BTDG6VYM\", \"options\": []},\n{\"title\": \"Certified Organic Alfalfa Sprouting Seed- 8 Oz - Handy Pantry Brand - High Sprout Germination- Edible Seeds, Gardening, Hydroponics, Growing Salad Sprouts, Planting, Food Storage & More\", \"asin\": \"B000N8MUR0\", \"options\": [{\"Size\": \"8 Ounce Pouch\"}]},\n{\"title\": \"Puritan's Pride Coenzyme CoQ10 100mg, Dietary Supplement for Heart Health, Blood Pressure, Oral Gum Health, and Healthy Aging Support, 60 Day Supply, 240 Rapid Release Softgels\", \"asin\": \"B004R61NCW\", \"options\": [{\"Size\": \"240 Count (Pack of 1)\"}]},\n{\"asin\": \"B004R61NCW\", \"options\": []},\n{\"title\": \"Latauar Stainless Steel Dish Plate Clip - Kitchen Folding Hot Plate Tongs Bowl Clips, Pan Dish Clip Gripper or Bowls Clamp Holder Tong\", \"asin\": \"B084P7XJR8\", \"options\": []},\n{\"title\": \"Agricola (Revised Edition) Strategy Game Farming Game for Adults and Teens Advanced Board Game Ages 12+ 1-4 Players Average Playtime 90 Minutes Made by Lookout Games\", \"asin\": \"B07JZFN8WS\", \"options\": []},\n{\"title\": \"AMD Ryzen 5 5600X 6-core, 12-thread unlocked desktop processor with Wraith Stealth cooler\", \"asin\": \"B08166SLDF\", \"options\": []},\n{\"title\": \"Samsung 980 PRO SSD 1TB PCIe 4.0 NVMe Gen 4 Gaming M.2 Internal Solid State Hard Drive Memory Card, Maximum Speed, Thermal Control, MZ-V8P1T0B\", \"asin\": \"B08GLX7TNT\", \"options\": []}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-05T14:22:19.296Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value 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\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\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\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Jennice House Kids Aprons, Cotton Children Aprons with Adjustable Neck Strap Child Chef Aprons\", \"asin\": \"B07C65G7PN\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.99\", \"quantity\": \"\"},\n{\"title\": \"Creature Cups TURTLE Ceramic Cup (11 Ounce, Grey Blue Exterior) - Surprise 3D Sea Animal Inside Emerges As You Drink - Birthday, Holiday Drinkware Gift for Ocean and Coffee & Tea Lovers\", \"asin\": \"B0172CS7W6\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"JASHII Luxury Jubilee Blue Flatware Set 20-Piece Iridescent Silverware Sets Replace Black Mirror Polished, 18/10 Stainless Steel Utensils For 4,Dinner Knife STEAK Knife Fork DINNER DESSERT Spoon\", \"asin\": \"B07DPR1WK1\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"The 2-Hour Cocktail Party: How to Build Big Relationships with Small Gatherings\", \"asin\": \"1544530072\", \"price\": \"$16.65\", \"quantity\": \"\"},\n{\"title\": \"Maison d'Hermine 100% Cotton Apron for women with Pocket Kitchen Chef Apron for Men Easter decorations Cooking Baking Garden\", \"asin\": \"B01CHRY20W\", \"price\": \"$15.82\", \"quantity\": \"\"},\n{\"title\": \"JOTO 4 Pack Cable Management Sleeve, 19-20 Inches Cord Organizer System with Zipper for TV Computer Office Home Entertainment, Flexible Cable Sleeve Wrap Cover Wire Hider System -Black\", \"asin\": \"B015HWXG4M\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Never Search Alone: The Job Seeker\\u2019s Playbook\", \"asin\": \"B0BJ486SJ1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"Cmhoo XXL Professional Large Mouse Pad & Computer Game Mouse Mat (35.4x15.7x0.12IN, 90x40 Black)\", \"asin\": \"B01L731DSQ\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"The DOSE Effect: Optimize Your Brain and Body by Boosting Your Dopamine, Oxytocin, Serotonin, and Endorphins\", \"asin\": \"B0D87QW9HS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7034\", \"asin\": \"\", \"price\": \"$12.94\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8284\", \"asin\": \"\", \"price\": \"$15.32\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7012\", \"asin\": \"\", \"price\": \"$12.84\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Unisex Digital Chronograph Nylon Strap Watch, 45-7004\", \"asin\": \"\", \"price\": \"$16.86\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Unisex Digital Chronograph Silicone Strap Watch, 40/8423\", \"asin\": \"\", \"price\": \"$17.10\", \"quantity\": \"\"},\n{\"title\": \"Bosch GWS10-450P 4-1/2 In. Ergonomic Angle Grinder with Paddle Switch\", \"asin\": \"\", \"price\": \"$62.79\", \"quantity\": \"\"},\n{\"title\": \"DEWALT 20V MAX 4-1/2 Inch Cordless Angle Grinder, Bare Tool Only (DCG412B)\", \"asin\": \"\", \"price\": \"$91.73\", \"quantity\": \"\"},\n{\"title\": \"EGO POWER+ Electric Lawn Mower, Self-Propelled Cordless with Select Cut and Touch Drive, Includes (2) 56V 4.0Ah Batteries and Rapid Charger \\u2013 LM2132SP-2\", \"asin\": \"\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 13 Amp 14-Inch Corded Dethatcher / Scarifier, DT13B00\", \"asin\": \"\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"YAMATIC Kink Resistant Pressure Washer Hose 50FT 1/4\\\" M22 Brass Fitting Power Washer Hose Replacement for Ryobi, Troy Bilt, Greenworks, CRAFTSMAN Most Brand Power Washer, 3200 PSI\", \"asin\": \"\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"GOOTOP Bug Zapper Outdoor, Mosquito Zapper, Electric Fly Zapper, Mosquito Killer, Fly Traps, 3 Prong Plug, Flying Insects Zapper Indoor Outdoor 90-130V, 4200V, ABS Plastic Outer (Black)\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Narcissus Knife Sharpener, Professional 2 Stage Electric Knife Sharpener for Quick Sharpening & Polishing, with Scissors Sharpener and Metal Dust Collection Box, Stainless Steel, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"STP Premium Small Engine 4 Cycle Oil Formula, SAE10W-30 Small Engine Oil Engine Care Formula Reduces Wear for Lawnmower, Push Mower, Tractor, 32 Oz, STP\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dremel Lite 7760 N/10 4V Li-Ion Cordless Rotary Tool, Variable Speed Multi-Purpose Kit, USB Charging, Easy Accessory Changes - Perfect For Light-Duty DIY & Crafting, Sanding, Engraving and Polishing\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Essentialism: The Disciplined Pursuit of Less\", \"asin\": \"\", \"price\": \"$13.28\", \"quantity\": \"\"},\n{\"title\": \"Making Numbers Count: The Art and Science of Communicating Numbers\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"\", \"price\": \"$16.01\", \"quantity\": \"\"},\n{\"title\": \"Reset: How to Change What's Not Working\", \"asin\": \"\", \"price\": \"$19.04\", \"quantity\": \"\"},\n{\"title\": \"Think Again: The Power of Knowing What You Don't Know\", \"asin\": \"\", \"price\": \"$9.07\", \"quantity\": \"\"},\n{\"title\": \"The Hard Thing About Hard Things: Building a Business When There Are No Easy Answers\\u2015Straight Talk on the Challenges of Entrepreneurship\", \"asin\": \"\", \"price\": \"$17.89\", \"quantity\": \"\"},\n{\"title\": \"The Culture Map: Breaking Through the Invisible Boundaries of Global Business\", \"asin\": \"\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"Gamestorming: A Playbook for Innovators, Rulebreakers, and Changemakers\", \"asin\": \"\", \"price\": \"$19.76\", \"quantity\": \"\"},\n{\"title\": \"The Power of Moments: Why Certain Experiences Have Extraordinary Impact\", \"asin\": \"\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Start with Why: How Great Leaders Inspire Everyone to Take Action\", \"asin\": \"\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"The Creative Act: A Way of Being\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Contagious: Why Things Catch On\", \"asin\": \"\", \"price\": \"$15.60\", \"quantity\": \"\"},\n{\"title\": \"Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \\ud835\\udfee\\ud835\\udfec\\ud835\\udfee\\ud835\\udff0 \\ud835\\udde3\\ud835\\uddd6\\ud835\\udde0\\ud835\\uddee\\ud835\\uddf4 \\ud835\\uddd8\\ud835\\uddf1\\ud835\\uddf6\\ud835\\ude01\\ud835\\uddfc\\ud835\\uddff'\\ud835\\ude00 \\ud835\\uddd6\\ud835\\uddf5\\ud835\\uddfc\\ud835\\uddf6\\ud835\\uddf0\\ud835\\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Tablet Stand Holder Adjustable Portable Desktop Dock Office Compatible for iPad Pro 11 9.7 10.5 Air Mini 5 4 3 2 iPhone 16 15 14 13 12 Black\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ HPW3204-2 3200 PSI 56-Volt Lithium-ion Cordless Pressure Washer with (2) 6.0Ah Batteries and 320W Charger Included\", \"asin\": \"\", \"price\": \"$699.00\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack\", \"asin\": \"\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"MEDIHEAL Teatree Trouble Facial Toner Pads with Tea Tree & Lactobacillus - Calming & Soothing for Sensitive & Acne Prone Skin - Vegan Face Gauze, 100 Pads\", \"asin\": \"\", \"price\": \"$16.80\", \"quantity\": \"\"},\n{\"title\": \"Creality 3D Printer Filament, PLA Plus Filament 1.75mm Rainbow, PLA Pro Toughness Upgraded Dimensional Accuracy +/- 0.03mm, 1KG Spool(2.2lbs) Ender PLA+ Filament for Most 3D Printer\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CRZ YOGA Men's All Day Comfy Golf Shorts - 7\\\"/9\\\" Stretch Lightweight Flat Front for Casual Work with Pockets\", \"asin\": \"\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8397\", \"asin\": \"\", \"price\": \"$18.62\", \"quantity\": \"\"},\n{\"title\": \"Logitech MK345 Wireless Combo Full-Sized Keyboard with Palm Rest and Comfortable Right-Handed Mouse, 2.4 GHz Wireless USB Receiver, Compatible with PC, Laptop,Black\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"NEEWER Basic 7\\\" Desk Ring Light for Video Recording, 10W Dimmable Full Screen Key Lighting with Stand&Phone Holder for iPhone Computer Laptop Vlog Live Streaming Video Conference, R06\", \"asin\": \"\", \"price\": \"$25.91\", \"quantity\": \"\"},\n{\"title\": \"CREALITY PETG Filament 1.75mm 3D Printer Filament, 1kg (2.2lb) Neatly Wound Spool, Dimensional Accuracy \\u00b10.03mm, Fit for Ender, Bambu Lab, Anycubic,ELEGOO FDM Printers, Black\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"EGO POWER+ Chain Saw, 16\\u201d Battery Powered Chainsaw, Electric Cordless, Includes 56V 4.0Ah Battery and Charger \\u2013 CS1613\", \"asin\": \"\", \"price\": \"$269.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:09:01.555Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"role": "user"
}
] |
Action_Argument_Prediction
|
2025-04-07T16:09:01.555Z
|
input
|
a book of stranger
|
rule
|
train
| 1,099 |
2025-04-07T16:09:01.555Z
|
input
|
a book of stranger
|
<|im_start|>system
You are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.
<|im_end|>
<|im_start|>user
You are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>).
Now your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces.
<|actionspace_start|>
Available actions are represented in JSON format. There are four primary action types with their corresponding action arguments:
1. input:
Action: Type text into an input field to search for a specific product.
Action Argument: the input_text is the specific text entered by the customer.
{
"timestamp": "timestamp",
"action": "input",
"action_argument": "input_text",
}
2. click:
Action: Click on a UI interface button or clickable element on the Amazon website.
Action Argument: The clickable_name is one of the UI interface buttons or clickable elements including "review", "search", "product_option", "other", "nav_bar", "quantity", "page_related", "suggested_term", "cart_side_bar", "cart_page_select", and "filter". Select one of these buttons or clickable elements as action argument.
{
"timestamp": "timestamp",
"action": "click",
"action_argument": "clickable_name",
}
3. click_product:
Action: Click on product links or product images.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.
{
"timestamp": "timestamp",
"action": "click_product",
"action_argument": "product_asin",
}
4. purchase:
Action: indicate intent to purchase by clicking on any purchase-related button. This includes clicking "Add to Cart", "Buy Now", "Set Subscription", or "Checkout" buttons for specific products.
Action Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.
{
"timestamp": "timestamp",
"action": "purchase",
"action_argument": "product_asin",
}
<|actionspace_end|>
<|memory_start|>
{"timestamp": "2025-04-05T12:18:23.999Z", "action": "click_product", "action_argument": "B085DV8T75"}
{"timestamp": "2025-04-05T12:19:32.528Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:20:11.395Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T12:22:43.737Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T12:23:51.315Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:03:52.457Z", "action": "purchase", "action_argument": "B0C59CLN29"}
{"timestamp": "2025-04-05T14:03:57.703Z", "action": "click", "action_argument": "other"}
{"timestamp": "2025-04-05T14:05:52.191Z", "action": "input", "action_argument": "Owala "}
{"timestamp": "2025-04-05T14:05:52.255Z", "action": "click", "action_argument": "suggested_term"}
{"timestamp": "2025-04-05T14:12:37.724Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:12:41.570Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:14:43.173Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:16:40.604Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:17:30.738Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:19:51.531Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:02.137Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:13.944Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:20.417Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:20:22.135Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:21:31.538Z", "action": "click", "action_argument": "product_option"}
{"timestamp": "2025-04-05T14:22:06.442Z", "action": "click", "action_argument": "nav_bar"}
{"timestamp": "2025-04-05T14:22:19.296Z", "action": "purchase", "action_argument": "B0C59CLN29"}
<|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": "The Art of Gathering: How We Meet and Why It Matters", "asin": "1594634920", "price": "$13.50", "quantity": "1"}],
"promotion_items": [{"title": "Jennice House Kids Aprons, Cotton Children Aprons with Adjustable Neck Strap Child Chef Aprons", "asin": "B07C65G7PN", "price": "$8.98", "quantity": ""},
{"title": "Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)", "asin": "B0101EUY1O", "price": "$0.99", "quantity": ""},
{"title": "Creature Cups TURTLE Ceramic Cup (11 Ounce, Grey Blue Exterior) - Surprise 3D Sea Animal Inside Emerges As You Drink - Birthday, Holiday Drinkware Gift for Ocean and Coffee & Tea Lovers", "asin": "B0172CS7W6", "price": "$16.99", "quantity": ""},
{"title": "JASHII Luxury Jubilee Blue Flatware Set 20-Piece Iridescent Silverware Sets Replace Black Mirror Polished, 18/10 Stainless Steel Utensils For 4,Dinner Knife STEAK Knife Fork DINNER DESSERT Spoon", "asin": "B07DPR1WK1", "price": "$79.99", "quantity": ""},
{"title": "The 2-Hour Cocktail Party: How to Build Big Relationships with Small Gatherings", "asin": "1544530072", "price": "$16.65", "quantity": ""},
{"title": "Maison d'Hermine 100% Cotton Apron for women with Pocket Kitchen Chef Apron for Men Easter decorations Cooking Baking Garden", "asin": "B01CHRY20W", "price": "$15.82", "quantity": ""},
{"title": "JOTO 4 Pack Cable Management Sleeve, 19-20 Inches Cord Organizer System with Zipper for TV Computer Office Home Entertainment, Flexible Cable Sleeve Wrap Cover Wire Hider System -Black", "asin": "B015HWXG4M", "price": "$9.49", "quantity": ""},
{"title": "Never Search Alone: The Job Seeker\u2019s Playbook", "asin": "B0BJ486SJ1", "price": "$15.88", "quantity": ""},
{"title": "Cmhoo XXL Professional Large Mouse Pad & Computer Game Mouse Mat (35.4x15.7x0.12IN, 90x40 Black)", "asin": "B01L731DSQ", "price": "$12.89", "quantity": ""},
{"title": "The DOSE Effect: Optimize Your Brain and Body by Boosting Your Dopamine, Oxytocin, Serotonin, and Endorphins", "asin": "B0D87QW9HS", "price": "$0.00", "quantity": ""},
{"title": "Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7034", "asin": "", "price": "$12.94", "quantity": ""},
{"title": "Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8284", "asin": "", "price": "$15.32", "quantity": ""},
{"title": "Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7012", "asin": "", "price": "$12.84", "quantity": ""},
{"title": "Armitron Sport Unisex Digital Chronograph Nylon Strap Watch, 45-7004", "asin": "", "price": "$16.86", "quantity": ""},
{"title": "Armitron Sport Unisex Digital Chronograph Silicone Strap Watch, 40/8423", "asin": "", "price": "$17.10", "quantity": ""},
{"title": "Bosch GWS10-450P 4-1/2 In. Ergonomic Angle Grinder with Paddle Switch", "asin": "", "price": "$62.79", "quantity": ""},
{"title": "DEWALT 20V MAX 4-1/2 Inch Cordless Angle Grinder, Bare Tool Only (DCG412B)", "asin": "", "price": "$91.73", "quantity": ""},
{"title": "EGO POWER+ Electric Lawn Mower, Self-Propelled Cordless with Select Cut and Touch Drive, Includes (2) 56V 4.0Ah Batteries and Rapid Charger \u2013 LM2132SP-2", "asin": "", "price": "$599.00", "quantity": ""},
{"title": "Greenworks 13 Amp 14-Inch Corded Dethatcher / Scarifier, DT13B00", "asin": "", "price": "$127.99", "quantity": ""},
{"title": "YAMATIC Kink Resistant Pressure Washer Hose 50FT 1/4\" M22 Brass Fitting Power Washer Hose Replacement for Ryobi, Troy Bilt, Greenworks, CRAFTSMAN Most Brand Power Washer, 3200 PSI", "asin": "", "price": "$24.29", "quantity": ""},
{"title": "GOOTOP Bug Zapper Outdoor, Mosquito Zapper, Electric Fly Zapper, Mosquito Killer, Fly Traps, 3 Prong Plug, Flying Insects Zapper Indoor Outdoor 90-130V, 4200V, ABS Plastic Outer (Black)", "asin": "", "price": "$33.99", "quantity": ""},
{"title": "Narcissus Knife Sharpener, Professional 2 Stage Electric Knife Sharpener for Quick Sharpening & Polishing, with Scissors Sharpener and Metal Dust Collection Box, Stainless Steel, Silver", "asin": "", "price": "", "quantity": ""},
{"title": "STP Premium Small Engine 4 Cycle Oil Formula, SAE10W-30 Small Engine Oil Engine Care Formula Reduces Wear for Lawnmower, Push Mower, Tractor, 32 Oz, STP", "asin": "", "price": "", "quantity": ""},
{"title": "Dremel Lite 7760 N/10 4V Li-Ion Cordless Rotary Tool, Variable Speed Multi-Purpose Kit, USB Charging, Easy Accessory Changes - Perfect For Light-Duty DIY & Crafting, Sanding, Engraving and Polishing", "asin": "", "price": "", "quantity": ""},
{"title": "Essentialism: The Disciplined Pursuit of Less", "asin": "", "price": "$13.28", "quantity": ""},
{"title": "Making Numbers Count: The Art and Science of Communicating Numbers", "asin": "", "price": "$13.49", "quantity": ""},
{"title": "Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect", "asin": "", "price": "$16.01", "quantity": ""},
{"title": "Reset: How to Change What's Not Working", "asin": "", "price": "$19.04", "quantity": ""},
{"title": "Think Again: The Power of Knowing What You Don't Know", "asin": "", "price": "$9.07", "quantity": ""},
{"title": "The Hard Thing About Hard Things: Building a Business When There Are No Easy Answers\u2015Straight Talk on the Challenges of Entrepreneurship", "asin": "", "price": "$17.89", "quantity": ""},
{"title": "The Culture Map: Breaking Through the Invisible Boundaries of Global Business", "asin": "", "price": "$16.89", "quantity": ""},
{"title": "Gamestorming: A Playbook for Innovators, Rulebreakers, and Changemakers", "asin": "", "price": "$19.76", "quantity": ""},
{"title": "The Power of Moments: Why Certain Experiences Have Extraordinary Impact", "asin": "", "price": "$11.31", "quantity": ""},
{"title": "Start with Why: How Great Leaders Inspire Everyone to Take Action", "asin": "", "price": "$13.94", "quantity": ""},
{"title": "The Creative Act: A Way of Being", "asin": "", "price": "$16.99", "quantity": ""},
{"title": "Contagious: Why Things Catch On", "asin": "", "price": "$15.60", "quantity": ""},
{"title": "Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \ud835\udfee\ud835\udfec\ud835\udfee\ud835\udff0 \ud835\udde3\ud835\uddd6\ud835\udde0\ud835\uddee\ud835\uddf4 \ud835\uddd8\ud835\uddf1\ud835\uddf6\ud835\ude01\ud835\uddfc\ud835\uddff'\ud835\ude00 \ud835\uddd6\ud835\uddf5\ud835\uddfc\ud835\uddf6\ud835\uddf0\ud835\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120", "asin": "", "price": "$24.99", "quantity": ""},
{"title": "UGREEN Tablet Stand Holder Adjustable Portable Desktop Dock Office Compatible for iPad Pro 11 9.7 10.5 Air Mini 5 4 3 2 iPhone 16 15 14 13 12 Black", "asin": "", "price": "$7.99", "quantity": ""},
{"title": "EGO Power+ HPW3204-2 3200 PSI 56-Volt Lithium-ion Cordless Pressure Washer with (2) 6.0Ah Batteries and 320W Charger Included", "asin": "", "price": "$699.00", "quantity": ""},
{"title": "LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H", "asin": "", "price": "$29.99", "quantity": ""},
{"title": "Ring Indoor Cam (newest model) \u2014 Home or business security in 1080p HD video, White", "asin": "", "price": "$34.99", "quantity": ""},
{"title": "Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack", "asin": "", "price": "$224.99", "quantity": ""},
{"title": "MEDIHEAL Teatree Trouble Facial Toner Pads with Tea Tree & Lactobacillus - Calming & Soothing for Sensitive & Acne Prone Skin - Vegan Face Gauze, 100 Pads", "asin": "", "price": "$16.80", "quantity": ""},
{"title": "Creality 3D Printer Filament, PLA Plus Filament 1.75mm Rainbow, PLA Pro Toughness Upgraded Dimensional Accuracy +/- 0.03mm, 1KG Spool(2.2lbs) Ender PLA+ Filament for Most 3D Printer", "asin": "", "price": "$19.99", "quantity": ""},
{"title": "CRZ YOGA Men's All Day Comfy Golf Shorts - 7\"/9\" Stretch Lightweight Flat Front for Casual Work with Pockets", "asin": "", "price": "$32.30", "quantity": ""},
{"title": "Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8397", "asin": "", "price": "$18.62", "quantity": ""},
{"title": "Logitech MK345 Wireless Combo Full-Sized Keyboard with Palm Rest and Comfortable Right-Handed Mouse, 2.4 GHz Wireless USB Receiver, Compatible with PC, Laptop,Black", "asin": "", "price": "$33.99", "quantity": ""},
{"title": "NEEWER Basic 7\" Desk Ring Light for Video Recording, 10W Dimmable Full Screen Key Lighting with Stand&Phone Holder for iPhone Computer Laptop Vlog Live Streaming Video Conference, R06", "asin": "", "price": "$25.91", "quantity": ""},
{"title": "CREALITY PETG Filament 1.75mm 3D Printer Filament, 1kg (2.2lb) Neatly Wound Spool, Dimensional Accuracy \u00b10.03mm, Fit for Ender, Bambu Lab, Anycubic,ELEGOO FDM Printers, Black", "asin": "", "price": "$13.49", "quantity": ""},
{"title": "EGO POWER+ Chain Saw, 16\u201d Battery Powered Chainsaw, Electric Cordless, Includes 56V 4.0Ah Battery and Charger \u2013 CS1613", "asin": "", "price": "$269.00", "quantity": ""}]
<|observation_end|>
# Output Format
Please provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):
"<answer>
{
"timestamp": "2025-04-07T16:09:01.555Z", // the timestamp when this action occurs.
"action": "string", // select one plausible action from: input, click_product, purchase, or click.
"acion_argument": "string", // select appropriate value based on action type: input_text, product_asin, clickable_name.
}
</answer>"
<|im_end|>
<|im_start|>assistant
<think>
|
{
"ground_truth": "<answer>{\"timestamp\": \"2025-04-07T16:09:01.555Z\",\"action\": \"input\",\"acion_argument\": \"a book of stranger\",}</answer>",
"style": "rule"
}
|
{
"answer": "<answer>{\"timestamp\": \"2025-04-07T16:09:01.555Z\",\"action\": \"input\",\"acion_argument\": \"a book of stranger\",}</answer>",
"index": 1099,
"question": "<|im_start|>system\nYou are a helpful assistant that is capable of understanding and predicting customer shopping behaviors on Amazon. You first think about the reasoning process in the mind and then predict the customer actions and action argument. The reasoning process and the predicted action and action argument are enclosed within <think> </think> and <answer> </answer> tags, respectively, i.e., <think>reasoning process here</think><answer>predicted action and action argument here</answer>.\n<|im_end|>\n<|im_start|>user\nYou are given a customer behavior trajectory on Amazon. This trajectory include the customer long-term information (enclosed between <|memory_start|> and <|memory_end|>), previous actions the customer has taken with timestamps (enclosed between <|action_start|> and <|action_end|>), and current observations describing what the customer sees on Amazon (e.g., a search results page, a product detail page) (enclosed between <|observation_start|> and <|observation_end|>). \nNow your task is to predict the immediate next action and action argument (i.e., input_text, product_asin, or click_type) of this shopper by analyzing shopper shopping behaviors. The available action space and action argument space are provided between <|actionspace_start|> and <|actionspace_end|> to help guide your prediction. Please first analyze the customer's behavior patterns within the <think> </think> section, then provide your prediction within the <answer> </answer> section, ensuring your prediction falls within the specified action and argument spaces. \n\n<|actionspace_start|>\nAvailable actions are represented in JSON format. There are four primary action types with their corresponding action arguments:\n1. input:\nAction: Type text into an input field to search for a specific product. \nAction Argument: the input_text is the specific text entered by the customer.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"input\",\n\"action_argument\": \"input_text\",\n}\n\n2. click:\nAction: Click on a UI interface button or clickable element on the Amazon website.\nAction Argument: The clickable_name is one of the UI interface buttons or clickable elements including \"review\", \"search\", \"product_option\", \"other\", \"nav_bar\", \"quantity\", \"page_related\", \"suggested_term\", \"cart_side_bar\", \"cart_page_select\", and \"filter\". Select one of these buttons or clickable elements as action argument.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click\",\n\"action_argument\": \"clickable_name\",\n}\n\n3. click_product:\nAction: Click on product links or product images.\nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the clicked product.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"click_product\",\n\"action_argument\": \"product_asin\",\n}\n\n4. purchase:\nAction: indicate intent to purchase by clicking on any purchase-related button. This includes clicking \"Add to Cart\", \"Buy Now\", \"Set Subscription\", or \"Checkout\" buttons for specific products. \nAction Argument: the Amazon Standard Identification Number (i.e., product_asin) of the product being purchased.\n{\n\"timestamp\": \"timestamp\",\n\"action\": \"purchase\",\n\"action_argument\": \"product_asin\",\n}\n<|actionspace_end|>\n\n<|memory_start|>\n{\"timestamp\": \"2025-04-05T12:18:23.999Z\", \"action\": \"click_product\", \"action_argument\": \"B085DV8T75\"}\n{\"timestamp\": \"2025-04-05T12:19:32.528Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:20:11.395Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T12:22:43.737Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T12:23:51.315Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:03:52.457Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\n{\"timestamp\": \"2025-04-05T14:03:57.703Z\", \"action\": \"click\", \"action_argument\": \"other\"}\n{\"timestamp\": \"2025-04-05T14:05:52.191Z\", \"action\": \"input\", \"action_argument\": \"Owala \"}\n{\"timestamp\": \"2025-04-05T14:05:52.255Z\", \"action\": \"click\", \"action_argument\": \"suggested_term\"}\n{\"timestamp\": \"2025-04-05T14:12:37.724Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:12:41.570Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:14:43.173Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:16:40.604Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:17:30.738Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:19:51.531Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:02.137Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:13.944Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:20.417Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:20:22.135Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:21:31.538Z\", \"action\": \"click\", \"action_argument\": \"product_option\"}\n{\"timestamp\": \"2025-04-05T14:22:06.442Z\", \"action\": \"click\", \"action_argument\": \"nav_bar\"}\n{\"timestamp\": \"2025-04-05T14:22:19.296Z\", \"action\": \"purchase\", \"action_argument\": \"B0C59CLN29\"}\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\": \"The Art of Gathering: How We Meet and Why It Matters\", \"asin\": \"1594634920\", \"price\": \"$13.50\", \"quantity\": \"1\"}],\n\"promotion_items\": [{\"title\": \"Jennice House Kids Aprons, Cotton Children Aprons with Adjustable Neck Strap Child Chef Aprons\", \"asin\": \"B07C65G7PN\", \"price\": \"$8.98\", \"quantity\": \"\"},\n{\"title\": \"Dark Stranger The Dream (The Children Of The Gods Paranormal Romance Book 1)\", \"asin\": \"B0101EUY1O\", \"price\": \"$0.99\", \"quantity\": \"\"},\n{\"title\": \"Creature Cups TURTLE Ceramic Cup (11 Ounce, Grey Blue Exterior) - Surprise 3D Sea Animal Inside Emerges As You Drink - Birthday, Holiday Drinkware Gift for Ocean and Coffee & Tea Lovers\", \"asin\": \"B0172CS7W6\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"JASHII Luxury Jubilee Blue Flatware Set 20-Piece Iridescent Silverware Sets Replace Black Mirror Polished, 18/10 Stainless Steel Utensils For 4,Dinner Knife STEAK Knife Fork DINNER DESSERT Spoon\", \"asin\": \"B07DPR1WK1\", \"price\": \"$79.99\", \"quantity\": \"\"},\n{\"title\": \"The 2-Hour Cocktail Party: How to Build Big Relationships with Small Gatherings\", \"asin\": \"1544530072\", \"price\": \"$16.65\", \"quantity\": \"\"},\n{\"title\": \"Maison d'Hermine 100% Cotton Apron for women with Pocket Kitchen Chef Apron for Men Easter decorations Cooking Baking Garden\", \"asin\": \"B01CHRY20W\", \"price\": \"$15.82\", \"quantity\": \"\"},\n{\"title\": \"JOTO 4 Pack Cable Management Sleeve, 19-20 Inches Cord Organizer System with Zipper for TV Computer Office Home Entertainment, Flexible Cable Sleeve Wrap Cover Wire Hider System -Black\", \"asin\": \"B015HWXG4M\", \"price\": \"$9.49\", \"quantity\": \"\"},\n{\"title\": \"Never Search Alone: The Job Seeker\\u2019s Playbook\", \"asin\": \"B0BJ486SJ1\", \"price\": \"$15.88\", \"quantity\": \"\"},\n{\"title\": \"Cmhoo XXL Professional Large Mouse Pad & Computer Game Mouse Mat (35.4x15.7x0.12IN, 90x40 Black)\", \"asin\": \"B01L731DSQ\", \"price\": \"$12.89\", \"quantity\": \"\"},\n{\"title\": \"The DOSE Effect: Optimize Your Brain and Body by Boosting Your Dopamine, Oxytocin, Serotonin, and Endorphins\", \"asin\": \"B0D87QW9HS\", \"price\": \"$0.00\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7034\", \"asin\": \"\", \"price\": \"$12.94\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8284\", \"asin\": \"\", \"price\": \"$15.32\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Women's Digital Chronograph Resin Strap Watch, 45/7012\", \"asin\": \"\", \"price\": \"$12.84\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Unisex Digital Chronograph Nylon Strap Watch, 45-7004\", \"asin\": \"\", \"price\": \"$16.86\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Unisex Digital Chronograph Silicone Strap Watch, 40/8423\", \"asin\": \"\", \"price\": \"$17.10\", \"quantity\": \"\"},\n{\"title\": \"Bosch GWS10-450P 4-1/2 In. Ergonomic Angle Grinder with Paddle Switch\", \"asin\": \"\", \"price\": \"$62.79\", \"quantity\": \"\"},\n{\"title\": \"DEWALT 20V MAX 4-1/2 Inch Cordless Angle Grinder, Bare Tool Only (DCG412B)\", \"asin\": \"\", \"price\": \"$91.73\", \"quantity\": \"\"},\n{\"title\": \"EGO POWER+ Electric Lawn Mower, Self-Propelled Cordless with Select Cut and Touch Drive, Includes (2) 56V 4.0Ah Batteries and Rapid Charger \\u2013 LM2132SP-2\", \"asin\": \"\", \"price\": \"$599.00\", \"quantity\": \"\"},\n{\"title\": \"Greenworks 13 Amp 14-Inch Corded Dethatcher / Scarifier, DT13B00\", \"asin\": \"\", \"price\": \"$127.99\", \"quantity\": \"\"},\n{\"title\": \"YAMATIC Kink Resistant Pressure Washer Hose 50FT 1/4\\\" M22 Brass Fitting Power Washer Hose Replacement for Ryobi, Troy Bilt, Greenworks, CRAFTSMAN Most Brand Power Washer, 3200 PSI\", \"asin\": \"\", \"price\": \"$24.29\", \"quantity\": \"\"},\n{\"title\": \"GOOTOP Bug Zapper Outdoor, Mosquito Zapper, Electric Fly Zapper, Mosquito Killer, Fly Traps, 3 Prong Plug, Flying Insects Zapper Indoor Outdoor 90-130V, 4200V, ABS Plastic Outer (Black)\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"Narcissus Knife Sharpener, Professional 2 Stage Electric Knife Sharpener for Quick Sharpening & Polishing, with Scissors Sharpener and Metal Dust Collection Box, Stainless Steel, Silver\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"STP Premium Small Engine 4 Cycle Oil Formula, SAE10W-30 Small Engine Oil Engine Care Formula Reduces Wear for Lawnmower, Push Mower, Tractor, 32 Oz, STP\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Dremel Lite 7760 N/10 4V Li-Ion Cordless Rotary Tool, Variable Speed Multi-Purpose Kit, USB Charging, Easy Accessory Changes - Perfect For Light-Duty DIY & Crafting, Sanding, Engraving and Polishing\", \"asin\": \"\", \"price\": \"\", \"quantity\": \"\"},\n{\"title\": \"Essentialism: The Disciplined Pursuit of Less\", \"asin\": \"\", \"price\": \"$13.28\", \"quantity\": \"\"},\n{\"title\": \"Making Numbers Count: The Art and Science of Communicating Numbers\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"Unreasonable Hospitality: The Remarkable Power of Giving People More Than They Expect\", \"asin\": \"\", \"price\": \"$16.01\", \"quantity\": \"\"},\n{\"title\": \"Reset: How to Change What's Not Working\", \"asin\": \"\", \"price\": \"$19.04\", \"quantity\": \"\"},\n{\"title\": \"Think Again: The Power of Knowing What You Don't Know\", \"asin\": \"\", \"price\": \"$9.07\", \"quantity\": \"\"},\n{\"title\": \"The Hard Thing About Hard Things: Building a Business When There Are No Easy Answers\\u2015Straight Talk on the Challenges of Entrepreneurship\", \"asin\": \"\", \"price\": \"$17.89\", \"quantity\": \"\"},\n{\"title\": \"The Culture Map: Breaking Through the Invisible Boundaries of Global Business\", \"asin\": \"\", \"price\": \"$16.89\", \"quantity\": \"\"},\n{\"title\": \"Gamestorming: A Playbook for Innovators, Rulebreakers, and Changemakers\", \"asin\": \"\", \"price\": \"$19.76\", \"quantity\": \"\"},\n{\"title\": \"The Power of Moments: Why Certain Experiences Have Extraordinary Impact\", \"asin\": \"\", \"price\": \"$11.31\", \"quantity\": \"\"},\n{\"title\": \"Start with Why: How Great Leaders Inspire Everyone to Take Action\", \"asin\": \"\", \"price\": \"$13.94\", \"quantity\": \"\"},\n{\"title\": \"The Creative Act: A Way of Being\", \"asin\": \"\", \"price\": \"$16.99\", \"quantity\": \"\"},\n{\"title\": \"Contagious: Why Things Catch On\", \"asin\": \"\", \"price\": \"$15.60\", \"quantity\": \"\"},\n{\"title\": \"Tapo TP-Link 2K QHD Security Camera, Indoor/Outdoor, \\ud835\\udfee\\ud835\\udfec\\ud835\\udfee\\ud835\\udff0 \\ud835\\udde3\\ud835\\uddd6\\ud835\\udde0\\ud835\\uddee\\ud835\\uddf4 \\ud835\\uddd8\\ud835\\uddf1\\ud835\\uddf6\\ud835\\ude01\\ud835\\uddfc\\ud835\\uddff'\\ud835\\ude00 \\ud835\\uddd6\\ud835\\uddf5\\ud835\\uddfc\\ud835\\uddf6\\ud835\\uddf0\\ud835\\uddf2, Color Night Vision, Free Person/Pet/Vehicle Detection, Invisible IR Mode, SD Storage, C120\", \"asin\": \"\", \"price\": \"$24.99\", \"quantity\": \"\"},\n{\"title\": \"UGREEN Tablet Stand Holder Adjustable Portable Desktop Dock Office Compatible for iPad Pro 11 9.7 10.5 Air Mini 5 4 3 2 iPhone 16 15 14 13 12 Black\", \"asin\": \"\", \"price\": \"$7.99\", \"quantity\": \"\"},\n{\"title\": \"EGO Power+ HPW3204-2 3200 PSI 56-Volt Lithium-ion Cordless Pressure Washer with (2) 6.0Ah Batteries and 320W Charger Included\", \"asin\": \"\", \"price\": \"$699.00\", \"quantity\": \"\"},\n{\"title\": \"LEVOIT Top Fill Humidifiers for Bedroom, 2.5L Tank for Large Room, Easy to Fill & Clean, 28dB Quiet Cool Mist Air Humidifier for Home Baby Nursery & Plants, Auto Shut-off and BPA-Free for Safety, 25H\", \"asin\": \"\", \"price\": \"$29.99\", \"quantity\": \"\"},\n{\"title\": \"Ring Indoor Cam (newest model) \\u2014 Home or business security in 1080p HD video, White\", \"asin\": \"\", \"price\": \"$34.99\", \"quantity\": \"\"},\n{\"title\": \"Amazon eero 6+ mesh wifi system - Supports internet plans up to a Gigabit, Coverage up to 4,500 sq. ft., Connect 75+ devices, 3-pack\", \"asin\": \"\", \"price\": \"$224.99\", \"quantity\": \"\"},\n{\"title\": \"MEDIHEAL Teatree Trouble Facial Toner Pads with Tea Tree & Lactobacillus - Calming & Soothing for Sensitive & Acne Prone Skin - Vegan Face Gauze, 100 Pads\", \"asin\": \"\", \"price\": \"$16.80\", \"quantity\": \"\"},\n{\"title\": \"Creality 3D Printer Filament, PLA Plus Filament 1.75mm Rainbow, PLA Pro Toughness Upgraded Dimensional Accuracy +/- 0.03mm, 1KG Spool(2.2lbs) Ender PLA+ Filament for Most 3D Printer\", \"asin\": \"\", \"price\": \"$19.99\", \"quantity\": \"\"},\n{\"title\": \"CRZ YOGA Men's All Day Comfy Golf Shorts - 7\\\"/9\\\" Stretch Lightweight Flat Front for Casual Work with Pockets\", \"asin\": \"\", \"price\": \"$32.30\", \"quantity\": \"\"},\n{\"title\": \"Armitron Sport Men's Digital Chronograph Resin Strap Watch, 40/8397\", \"asin\": \"\", \"price\": \"$18.62\", \"quantity\": \"\"},\n{\"title\": \"Logitech MK345 Wireless Combo Full-Sized Keyboard with Palm Rest and Comfortable Right-Handed Mouse, 2.4 GHz Wireless USB Receiver, Compatible with PC, Laptop,Black\", \"asin\": \"\", \"price\": \"$33.99\", \"quantity\": \"\"},\n{\"title\": \"NEEWER Basic 7\\\" Desk Ring Light for Video Recording, 10W Dimmable Full Screen Key Lighting with Stand&Phone Holder for iPhone Computer Laptop Vlog Live Streaming Video Conference, R06\", \"asin\": \"\", \"price\": \"$25.91\", \"quantity\": \"\"},\n{\"title\": \"CREALITY PETG Filament 1.75mm 3D Printer Filament, 1kg (2.2lb) Neatly Wound Spool, Dimensional Accuracy \\u00b10.03mm, Fit for Ender, Bambu Lab, Anycubic,ELEGOO FDM Printers, Black\", \"asin\": \"\", \"price\": \"$13.49\", \"quantity\": \"\"},\n{\"title\": \"EGO POWER+ Chain Saw, 16\\u201d Battery Powered Chainsaw, Electric Cordless, Includes 56V 4.0Ah Battery and Charger \\u2013 CS1613\", \"asin\": \"\", \"price\": \"$269.00\", \"quantity\": \"\"}]\n<|observation_end|>\n\n# Output Format\nPlease provide your final answer in JSON format within <answer></answer> tags using the following schema (Note that the thinking process should be within 250 words and give enough output space for final answer):\n\"<answer>\n{\n\"timestamp\": \"2025-04-07T16:09:01.555Z\", // the timestamp when this action occurs.\n\"action\": \"string\", // select one plausible action from: input, click_product, purchase, or click.\n\"acion_argument\": \"string\", // select appropriate value based on action type: input_text, product_asin, clickable_name.\n}\n</answer>\"\n\n<|im_end|>\n<|im_start|>assistant\n<think>\n",
"split": "train"
}
|
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